Pour chaque table, description des données, du taux de valeurs manquantes et de doublons.
Réflexion sur les critères pertinents à l'expansion de academy.
import pandas as pd
import numpy as np
import scipy.stats as stats
import matplotlib.pyplot as plt
import seaborn as sns
Aide-mémoire • df = pd.read_csv() #importation • df.shape #taille • df.info #taille, type, mémoire • df.dtypes #type • df.columns #nom colonnes • pd.to_numeric() #cast • pd.to_datetime() #cast date • df[‘col’].astype(‘int’) #cast int • df[‘col’].unique()
Country_s = pd.read_csv('EdStatsCountry-Series.csv')
Country_s
Country_s.head() #Affichage des cinq première lignes
| CountryCode | SeriesCode | DESCRIPTION | Unnamed: 3 | |
|---|---|---|---|---|
| 0 | ABW | SP.POP.TOTL | Data sources : United Nations World Population... | NaN |
| 1 | ABW | SP.POP.GROW | Data sources: United Nations World Population ... | NaN |
| 2 | AFG | SP.POP.GROW | Data sources: United Nations World Population ... | NaN |
| 3 | AFG | NY.GDP.PCAP.PP.CD | Estimates are based on regression. | NaN |
| 4 | AFG | SP.POP.TOTL | Data sources : United Nations World Population... | NaN |
Country_s.dtypes
CountryCode object SeriesCode object DESCRIPTION object Unnamed: 3 float64 dtype: object
Country_s.info
<bound method DataFrame.info of CountryCode SeriesCode \
0 ABW SP.POP.TOTL
1 ABW SP.POP.GROW
2 AFG SP.POP.GROW
3 AFG NY.GDP.PCAP.PP.CD
4 AFG SP.POP.TOTL
.. ... ...
608 ZAF SP.POP.GROW
609 ZMB SP.POP.GROW
610 ZMB SP.POP.TOTL
611 ZWE SP.POP.TOTL
612 ZWE SP.POP.GROW
DESCRIPTION Unnamed: 3
0 Data sources : United Nations World Population... NaN
1 Data sources: United Nations World Population ... NaN
2 Data sources: United Nations World Population ... NaN
3 Estimates are based on regression. NaN
4 Data sources : United Nations World Population... NaN
.. ... ...
608 Data sources : Statistics South Africa, United... NaN
609 Data sources: United Nations World Population ... NaN
610 Data sources : United Nations World Population... NaN
611 Data sources : United Nations World Population... NaN
612 Data sources: United Nations World Population ... NaN
[613 rows x 4 columns]>
#Évaluation du taux de valeurs manquantes
Country_s.isna().mean()
CountryCode 0.0 SeriesCode 0.0 DESCRIPTION 0.0 Unnamed: 3 1.0 dtype: float64
La colonne 'Unnamed : 3' peut être supprimée, elle renferme 100% de valeurs manquantes.
#Supression de la colonne Unnamed: 3
Country_s=Country_s.drop(columns='Unnamed: 3')
Country_s.head()
| CountryCode | SeriesCode | DESCRIPTION | |
|---|---|---|---|
| 0 | ABW | SP.POP.TOTL | Data sources : United Nations World Population... |
| 1 | ABW | SP.POP.GROW | Data sources: United Nations World Population ... |
| 2 | AFG | SP.POP.GROW | Data sources: United Nations World Population ... |
| 3 | AFG | NY.GDP.PCAP.PP.CD | Estimates are based on regression. |
| 4 | AFG | SP.POP.TOTL | Data sources : United Nations World Population... |
# Mise en forme du dataset, je renomme les colonnes
Country_s=Country_s.rename(columns={'CountryCode':'CODE PAYS'})
Country_s=Country_s.rename(columns={'SeriesCode':'INDICATEUR'})
#Passage de tous les codes en majuscules
Country_s['INDICATEUR'] = Country_s['INDICATEUR'].str.upper()
Country_s['CODE PAYS'] = Country_s['CODE PAYS'].str.upper()
Country_s.head()
| CODE PAYS | INDICATEUR | DESCRIPTION | |
|---|---|---|---|
| 0 | ABW | SP.POP.TOTL | Data sources : United Nations World Population... |
| 1 | ABW | SP.POP.GROW | Data sources: United Nations World Population ... |
| 2 | AFG | SP.POP.GROW | Data sources: United Nations World Population ... |
| 3 | AFG | NY.GDP.PCAP.PP.CD | Estimates are based on regression. |
| 4 | AFG | SP.POP.TOTL | Data sources : United Nations World Population... |
Country_s['DESCRIPTION'].unique()
array(['Data sources : United Nations World Population Prospects',
'Data sources: United Nations World Population Prospects',
'Estimates are based on regression.',
'Data sources : Institute of Statistics, Eurostat',
'Data sources : Australian Bureau of Statistics',
'Including Other Territories comprising Jervis Bay Territory, Christmas Island and the Cocos (Keeling) Islands. ',
'Data sources: Australian Bureau of Statistics',
'Data sources : Eurostat',
'Data sources : Eurostat, State Statistical Committee, United Nations World Population Prospects',
'Data sources: Eurostat, State Statistical Committee, United Nations World Population Prospects',
'Data sources : National Statistical Committee of the Republic of Belarus',
'Data sources: National Statistical Committee of the Republic of Belarus',
'Data sources : Bermuda Government Department of Statistics',
'Data sources: Bermuda Government Department of Statistics',
'Data sources : Statistics Canada',
'Data sources: Statistics Canada',
'Refers to Guernsey, and Jersey.',
'Data sources : National Bureau of Statistics',
'Excluding Hong Kong SAR, Macao SAR, Taiwan.',
'Data sources: National Bureau of Statistics',
'Data are for areas under the effective control of the Government of the Republic of Cyprus.',
'Including Northern-Cyprus.',
'Data sources: Eurostat, United Nations World Population Prospects. Including the French overseas departments of French Guiana, Guadeloupe, Martinique, Mayotte, and Réunion.',
'Including the four French overseas departments (French Guyana, Guadeloupe, Martinique and Réunion)',
'Data sources : Eurostat, United Nations World Population Prospects. Including the French overseas departments of French Guiana, Guadeloupe, Martinique, Mayotte, and Réunion.',
'Data sources: Eurostat',
'Data sources : GeoStats. GeoStats. Adjusted to mid-year population using geometric mean for the years where mid-year population figures are not available. Excluding Abkhazia and South Ossetia.',
'Including Abkhazia and South Ossetia.',
'Excludes Abkhazia and South Ossetia.',
'Derived using ratio of age group from WPP and World Bank population.',
'Data sources: GeoStats. GeoStats. Adjusted to mid-year population using geometric mean for the years where mid-year population figures are not available. Excluding Abkhazia and South Ossetia.',
'Excluding Abkhazia and South Ossetia.',
'Data sources: Statistics Greenland',
'Data sources : Statistics Greenland',
'Data sources: Census and Statistics Department',
'Data sources : Census and Statistics Department',
'Data sources: Croatian Bureau of Statistics, Council of Europe',
'Data sources : Croatian Bureau of Statistics, Council of Europe',
'Data sources: Central Bureau of Statistics',
'Data sources : Central Bureau of Statistics',
'Data sources: Ministry of Internal Affairs and Communications, Statistics Bureau; United Nations Population and Vital Statistics Report',
'Data sources : Ministry of Internal Affairs and Communications, Statistics Bureau; United Nations Population and Vital Statistics Report',
'Data sources : Statistical Agency of Kazakhstan, 1979 Census, 1989 Census, United Nations World Population Prospects',
'Data sources: Statistical Agency of Kazakhstan, 1979 Census, 1989 Census, United Nations World Population Prospects',
'Data sources : National Statistical Committee, United Nations World Population Prospects',
'Data sources: National Statistical Committee, United Nations World Population Prospects',
'Data sources : Korean Statistical Information Service',
'Data sources: Korean Statistical Information Service',
"Data sources : Registrar General's Department, Department of Census and Statistics",
"Data sources: Registrar General's Department, Department of Census and Statistics",
'Includes Former Spanish Sahara.',
'Morocco only. (Excluding former Spanish Sahara)',
"Data sources : National Bureau of Statistics. Excluding Transnistria. For 1950-94, World Bank estimates using UN World Population Prospects' growth rates of whole Moldova.",
'Excludes Transnistria.', 'Including Transnistria.',
"Data sources: National Bureau of Statistics. Excluding Transnistria. For 1950-94, World Bank estimates using UN World Population Prospects 2010 Revision's growth rates of whole Moldova.",
'Excluding Transnistria.',
'Data sources : For 1960-1989, United Nations World Population Prospects. For 1990 onwards, 1990, 1995, 2000, 2006, 2014 censuses, and data on expatriate employment from Maldives National Bureau of Statistics. The census data are adjusted for mid-year and for foreign population.',
'Data sources: For 1960-1989, United Nations World Population Prospects. For 1990 onwards, 1990, 1995, 2000, 2006, 2014 censuses, and data on expatriate employment from Maldives National Bureau of Statistics. The census data are adjusted for mid-year and for foreign population.',
'Data sources : For years after 2000, Statistical Office of Montenegro. For years 1960-1999, growth rates of United Nations World Population Prospects were used to estimate backwards.',
'Data sources : Statistics Mauritius, United Nations World Population Prospects',
'Including Agalega and St. Brandon.',
'Data sources: Central Statistics Office, United Nations Population and Vital Statistics Report, United Nations World Population Prospects',
'Excluding Agalega and St. Brandon.',
'Including Sabah and Sarawak.',
'Data sources : Institute of Statistics and Economic Studies',
'Data sources: Institute of Statistics and Economic Studies, 1983 Census, 1989 Census, 1996 Census',
'Data sources: Statistics New Zealand',
'Data sources : Statistics New Zealand',
'Data sources : U.S. Census Bureau, 1990 Census',
'Data sources: U.S. Census Bureau, 1990 Census',
'Data sources : World Bank estimates based on data from Palestinian Central Bureau of Statistics, excluding E. Jerusalem.',
'Excluding East Jerusalem.',
'Data sources: World Bank estimates based on data from Palestinian Central Bureau of Statistics, excluding E. Jerusalem.',
'Data sources : Russian Federation Federal State Statistics Service (its January 1st populations were adjusted to mid-year populations by using geometric mean), 1979 Census, 1989 Census.',
'Data sources : United Nations World Population Prospects. Estimates are for Sudan excluding South Sudan.',
'Data sources: Department of Statistics Singapore',
'Data sources : Department of Statistics Singapore',
'Data sources: Statistical Office of the Republic of Serbia, Eurostat, TransMONEE, Council of Europe. Excluding Kosovo for all years 1950-2011',
'Including Kosovo.',
'Data sources : Statistical Office of the Republic of Serbia, Eurostat, TransMONEE, Council of Europe. Note : Excluding Kosovo.',
'Excluding Kosovo.', 'Covers mainland Tanzania only.',
'Including Zanzibar.',
'Data sources : State Statistics Committee of Ukraine, United Nations World Population Prospects, Council of Europe, United Nations Population and Vital Statistics Report',
'Data sources: State Statistics Committee of Ukraine, United Nations World Population Prospects, Council of Europe, United Nations Population and Vital Statistics Report',
'Data sources : U.S. Census Bureau',
'Data sources: U.S. Census Bureau',
'Data sources : State Committee of the Republic of Uzbekistan on Statistics, United Nations World Population Prospects',
'Based on official exchange rates.',
'Data sources : U.S. Census Bureau, United Nations Population and Vital Statistics Report',
'Data sources: U.S. Census Bureau, United Nations Population and Vital Statistics Report',
'Data sources: General Statistics Office of Vietnam',
'Data sources : General Statistics Office of Vietnam',
"Data sources : World Bank's Kosovo coutnry office, Kosovo Agency of Statistics, U.S. Census Bureau",
"Data sources: World Bank's Kosovo coutnry office, Kosovo Agency of Statistics, U.S. Census Bureau",
'Data sources : Statistics South Africa, United Nations World Population Prospects'],
dtype=object)
series_code = Country_s['INDICATEUR'].unique()
print(series_code,series_code.shape)
['SP.POP.TOTL' 'SP.POP.GROW' 'NY.GDP.PCAP.PP.CD' 'NY.GDP.MKTP.PP.KD' 'NY.GNP.MKTP.PP.CD' 'NY.GDP.MKTP.PP.CD' 'NY.GDP.PCAP.PP.KD' 'NY.GNP.PCAP.PP.CD' 'SP.POP.1564.TO.ZS' 'SP.POP.TOTL.MA.ZS' 'SP.POP.TOTL.FE.ZS' 'SP.POP.0014.TO.ZS' 'NY.GNP.PCAP.CD' 'NY.GDP.PCAP.CD' 'NY.GDP.PCAP.KD' 'SP.POP.1564.MA.IN' 'SP.POP.0014.TO' 'SP.POP.1564.TO' 'SP.POP.1564.FE.IN' 'SP.POP.0014.MA.IN' 'SP.POP.0014.FE.IN'] (21,)
Il y a 21 codes uniques.
Country_s.groupby('INDICATEUR').count()
| CODE PAYS | DESCRIPTION | |
|---|---|---|
| INDICATEUR | ||
| NY.GDP.MKTP.PP.CD | 14 | 14 |
| NY.GDP.MKTP.PP.KD | 14 | 14 |
| NY.GDP.PCAP.CD | 5 | 5 |
| NY.GDP.PCAP.KD | 5 | 5 |
| NY.GDP.PCAP.PP.CD | 19 | 19 |
| NY.GDP.PCAP.PP.KD | 19 | 19 |
| NY.GNP.MKTP.PP.CD | 14 | 14 |
| NY.GNP.PCAP.CD | 6 | 6 |
| NY.GNP.PCAP.PP.CD | 19 | 19 |
| SP.POP.0014.FE.IN | 4 | 4 |
| SP.POP.0014.MA.IN | 4 | 4 |
| SP.POP.0014.TO | 4 | 4 |
| SP.POP.0014.TO.ZS | 13 | 13 |
| SP.POP.1564.FE.IN | 4 | 4 |
| SP.POP.1564.MA.IN | 4 | 4 |
| SP.POP.1564.TO | 4 | 4 |
| SP.POP.1564.TO.ZS | 13 | 13 |
| SP.POP.GROW | 211 | 211 |
| SP.POP.TOTL | 211 | 211 |
| SP.POP.TOTL.FE.ZS | 13 | 13 |
| SP.POP.TOTL.MA.ZS | 13 | 13 |
Combien y a t-il de pays répertorié ?
a= Country_s['CODE PAYS'].unique()
a.shape
(211,)
Tous les pays répertoriés, se voient attribuer les code SP.POP.GROW et SP.POP.TOTL. À quoi correspondent-ils ? À quoi correspondent les 19 autres codes ?
Voir lien ci-dessous:
Country_s.duplicated(['CODE PAYS','INDICATEUR'],keep=False).sum()
0
Country_s.isna().mean()
CODE PAYS 0.0 INDICATEUR 0.0 DESCRIPTION 0.0 dtype: float64
Conclusion : Aucun doublon n'est détecté, aucune valeur manquante non plus après la suppresion de la colonne 'Unnamed : 3'. Le dataframe Country_s est un tableau à 3 colonnes et 613 lignes. Clé primaire : Chaque ligne correspond à un pays et un code faisant réference à un indicateur. Pour chaque ligne, la source des données collectées est renseignée. Il y a 21 indicateurs au total dans le dataframe Country_s.
Voir lien ci-dessous:
1.6 Mise en relation des tables Country_s et Series
Chaque code fait référence à un indicateur, dont la définition est disponible dans le dataframe SERIES.
Country = pd.read_csv('EdStatsCountry.csv')
Country.head()
| Country Code | Short Name | Table Name | Long Name | 2-alpha code | Currency Unit | Special Notes | Region | Income Group | WB-2 code | ... | IMF data dissemination standard | Latest population census | Latest household survey | Source of most recent Income and expenditure data | Vital registration complete | Latest agricultural census | Latest industrial data | Latest trade data | Latest water withdrawal data | Unnamed: 31 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ABW | Aruba | Aruba | Aruba | AW | Aruban florin | SNA data for 2000-2011 are updated from offici... | Latin America & Caribbean | High income: nonOECD | AW | ... | NaN | 2010 | NaN | NaN | Yes | NaN | NaN | 2012.0 | NaN | NaN |
| 1 | AFG | Afghanistan | Afghanistan | Islamic State of Afghanistan | AF | Afghan afghani | Fiscal year end: March 20; reporting period fo... | South Asia | Low income | AF | ... | General Data Dissemination System (GDDS) | 1979 | Multiple Indicator Cluster Survey (MICS), 2010/11 | Integrated household survey (IHS), 2008 | NaN | 2013/14 | NaN | 2012.0 | 2000 | NaN |
| 2 | AGO | Angola | Angola | People's Republic of Angola | AO | Angolan kwanza | April 2013 database update: Based on IMF data,... | Sub-Saharan Africa | Upper middle income | AO | ... | General Data Dissemination System (GDDS) | 1970 | Malaria Indicator Survey (MIS), 2011 | Integrated household survey (IHS), 2008 | NaN | 2015 | NaN | NaN | 2005 | NaN |
| 3 | ALB | Albania | Albania | Republic of Albania | AL | Albanian lek | NaN | Europe & Central Asia | Upper middle income | AL | ... | General Data Dissemination System (GDDS) | 2011 | Demographic and Health Survey (DHS), 2008/09 | Living Standards Measurement Study Survey (LSM... | Yes | 2012 | 2010.0 | 2012.0 | 2006 | NaN |
| 4 | AND | Andorra | Andorra | Principality of Andorra | AD | Euro | NaN | Europe & Central Asia | High income: nonOECD | AD | ... | NaN | 2011. Population figures compiled from adminis... | NaN | NaN | Yes | NaN | NaN | 2006.0 | NaN | NaN |
5 rows × 32 columns
Country.info
<bound method DataFrame.info of Country Code Short Name Table Name Long Name \
0 ABW Aruba Aruba Aruba
1 AFG Afghanistan Afghanistan Islamic State of Afghanistan
2 AGO Angola Angola People's Republic of Angola
3 ALB Albania Albania Republic of Albania
4 AND Andorra Andorra Principality of Andorra
.. ... ... ... ...
236 XKX Kosovo Kosovo Republic of Kosovo
237 YEM Yemen Yemen, Rep. Republic of Yemen
238 ZAF South Africa South Africa Republic of South Africa
239 ZMB Zambia Zambia Republic of Zambia
240 ZWE Zimbabwe Zimbabwe Republic of Zimbabwe
2-alpha code Currency Unit \
0 AW Aruban florin
1 AF Afghan afghani
2 AO Angolan kwanza
3 AL Albanian lek
4 AD Euro
.. ... ...
236 NaN Euro
237 YE Yemeni rial
238 ZA South African rand
239 ZM New Zambian kwacha
240 ZW U.S. dollar
Special Notes \
0 SNA data for 2000-2011 are updated from offici...
1 Fiscal year end: March 20; reporting period fo...
2 April 2013 database update: Based on IMF data,...
3 NaN
4 NaN
.. ...
236 Kosovo became a World Bank member on June 29, ...
237 Based on official government statistics and In...
238 Fiscal year end: March 31; reporting period fo...
239 National accounts data have rebased to reflect...
240 Fiscal year end: June 30; reporting period for...
Region Income Group WB-2 code ... \
0 Latin America & Caribbean High income: nonOECD AW ...
1 South Asia Low income AF ...
2 Sub-Saharan Africa Upper middle income AO ...
3 Europe & Central Asia Upper middle income AL ...
4 Europe & Central Asia High income: nonOECD AD ...
.. ... ... ... ...
236 Europe & Central Asia Lower middle income KV ...
237 Middle East & North Africa Lower middle income RY ...
238 Sub-Saharan Africa Upper middle income ZA ...
239 Sub-Saharan Africa Lower middle income ZM ...
240 Sub-Saharan Africa Low income ZW ...
IMF data dissemination standard \
0 NaN
1 General Data Dissemination System (GDDS)
2 General Data Dissemination System (GDDS)
3 General Data Dissemination System (GDDS)
4 NaN
.. ...
236 General Data Dissemination System (GDDS)
237 General Data Dissemination System (GDDS)
238 Special Data Dissemination Standard (SDDS)
239 General Data Dissemination System (GDDS)
240 General Data Dissemination System (GDDS)
Latest population census \
0 2010
1 1979
2 1970
3 2011
4 2011. Population figures compiled from adminis...
.. ...
236 2011
237 2004
238 2011
239 2010
240 2012
Latest household survey \
0 NaN
1 Multiple Indicator Cluster Survey (MICS), 2010/11
2 Malaria Indicator Survey (MIS), 2011
3 Demographic and Health Survey (DHS), 2008/09
4 NaN
.. ...
236 NaN
237 Demographic and Health Survey (DHS), 2013
238 Demographic and Health Survey (DHS), 2003; Wor...
239 Demographic and Health Survey (DHS), 2013
240 Demographic and Health Survey (DHS), 2010/11
Source of most recent Income and expenditure data \
0 NaN
1 Integrated household survey (IHS), 2008
2 Integrated household survey (IHS), 2008
3 Living Standards Measurement Study Survey (LSM...
4 NaN
.. ...
236 Integrated household survey (IHS), 2011
237 Expenditure survey/budget survey (ES/BS), 2005
238 Expenditure survey/budget survey (ES/BS), 2010
239 Integrated household survey (IHS), 2010
240 Integrated household survey (IHS), 2011/12
Vital registration complete Latest agricultural census \
0 Yes NaN
1 NaN 2013/14
2 NaN 2015
3 Yes 2012
4 Yes NaN
.. ... ...
236 NaN NaN
237 NaN NaN
238 NaN 2007
239 NaN 2010. Population and Housing Census.
240 NaN NaN
Latest industrial data Latest trade data Latest water withdrawal data \
0 NaN 2012.0 NaN
1 NaN 2012.0 2000
2 NaN NaN 2005
3 2010.0 2012.0 2006
4 NaN 2006.0 NaN
.. ... ... ...
236 NaN NaN NaN
237 2006.0 2012.0 2005
238 2010.0 2012.0 2000
239 NaN 2011.0 2002
240 NaN 2012.0 2002
Unnamed: 31
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
.. ...
236 NaN
237 NaN
238 NaN
239 NaN
240 NaN
[241 rows x 32 columns]>
Country.dtypes
Country Code object Short Name object Table Name object Long Name object 2-alpha code object Currency Unit object Special Notes object Region object Income Group object WB-2 code object National accounts base year object National accounts reference year float64 SNA price valuation object Lending category object Other groups object System of National Accounts object Alternative conversion factor object PPP survey year object Balance of Payments Manual in use object External debt Reporting status object System of trade object Government Accounting concept object IMF data dissemination standard object Latest population census object Latest household survey object Source of most recent Income and expenditure data object Vital registration complete object Latest agricultural census object Latest industrial data float64 Latest trade data float64 Latest water withdrawal data object Unnamed: 31 float64 dtype: object
Country.isna().mean() #Affichage des taux de valeurs manquantes.
Country Code 0.000000 Short Name 0.000000 Table Name 0.000000 Long Name 0.000000 2-alpha code 0.012448 Currency Unit 0.107884 Special Notes 0.398340 Region 0.112033 Income Group 0.112033 WB-2 code 0.004149 National accounts base year 0.149378 National accounts reference year 0.867220 SNA price valuation 0.182573 Lending category 0.402490 Other groups 0.759336 System of National Accounts 0.107884 Alternative conversion factor 0.804979 PPP survey year 0.398340 Balance of Payments Manual in use 0.248963 External debt Reporting status 0.485477 System of trade 0.170124 Government Accounting concept 0.331950 IMF data dissemination standard 0.248963 Latest population census 0.116183 Latest household survey 0.414938 Source of most recent Income and expenditure data 0.336100 Vital registration complete 0.539419 Latest agricultural census 0.410788 Latest industrial data 0.556017 Latest trade data 0.232365 Latest water withdrawal data 0.257261 Unnamed: 31 1.000000 dtype: float64
Country.head()
| Country Code | Short Name | Table Name | Long Name | 2-alpha code | Currency Unit | Special Notes | Region | Income Group | WB-2 code | ... | IMF data dissemination standard | Latest population census | Latest household survey | Source of most recent Income and expenditure data | Vital registration complete | Latest agricultural census | Latest industrial data | Latest trade data | Latest water withdrawal data | Unnamed: 31 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ABW | Aruba | Aruba | Aruba | AW | Aruban florin | SNA data for 2000-2011 are updated from offici... | Latin America & Caribbean | High income: nonOECD | AW | ... | NaN | 2010 | NaN | NaN | Yes | NaN | NaN | 2012.0 | NaN | NaN |
| 1 | AFG | Afghanistan | Afghanistan | Islamic State of Afghanistan | AF | Afghan afghani | Fiscal year end: March 20; reporting period fo... | South Asia | Low income | AF | ... | General Data Dissemination System (GDDS) | 1979 | Multiple Indicator Cluster Survey (MICS), 2010/11 | Integrated household survey (IHS), 2008 | NaN | 2013/14 | NaN | 2012.0 | 2000 | NaN |
| 2 | AGO | Angola | Angola | People's Republic of Angola | AO | Angolan kwanza | April 2013 database update: Based on IMF data,... | Sub-Saharan Africa | Upper middle income | AO | ... | General Data Dissemination System (GDDS) | 1970 | Malaria Indicator Survey (MIS), 2011 | Integrated household survey (IHS), 2008 | NaN | 2015 | NaN | NaN | 2005 | NaN |
| 3 | ALB | Albania | Albania | Republic of Albania | AL | Albanian lek | NaN | Europe & Central Asia | Upper middle income | AL | ... | General Data Dissemination System (GDDS) | 2011 | Demographic and Health Survey (DHS), 2008/09 | Living Standards Measurement Study Survey (LSM... | Yes | 2012 | 2010.0 | 2012.0 | 2006 | NaN |
| 4 | AND | Andorra | Andorra | Principality of Andorra | AD | Euro | NaN | Europe & Central Asia | High income: nonOECD | AD | ... | NaN | 2011. Population figures compiled from adminis... | NaN | NaN | Yes | NaN | NaN | 2006.0 | NaN | NaN |
5 rows × 32 columns
Dans ce le DataFrame Country, peu de colonnes m'intéresse. Je choisi de créer un subset, Country_sub, j'ajouterai les colonnes qui m'intéressent au fur et à mesure de l'étude.
Country_sub = Country[['Country Code','Table Name','Region','Income Group']]
Country_sub.head()
| Country Code | Table Name | Region | Income Group | |
|---|---|---|---|---|
| 0 | ABW | Aruba | Latin America & Caribbean | High income: nonOECD |
| 1 | AFG | Afghanistan | South Asia | Low income |
| 2 | AGO | Angola | Sub-Saharan Africa | Upper middle income |
| 3 | ALB | Albania | Europe & Central Asia | Upper middle income |
| 4 | AND | Andorra | Europe & Central Asia | High income: nonOECD |
Country_sub=Country_sub.rename(columns={'Country Code':'CODE PAYS'})
Country_sub=Country_sub.rename(columns={'Table Name':'PAYS'})
Country_sub=Country_sub.rename(columns={'Region':'REGION'})
Country_sub=Country_sub.rename(columns={'Income Group':'REVENUS'})
# Passage des Country Code en majuscule
Country_sub['CODE PAYS'] = Country_sub['CODE PAYS'].str.upper()
Country_sub.head()
| CODE PAYS | PAYS | REGION | REVENUS | |
|---|---|---|---|---|
| 0 | ABW | Aruba | Latin America & Caribbean | High income: nonOECD |
| 1 | AFG | Afghanistan | South Asia | Low income |
| 2 | AGO | Angola | Sub-Saharan Africa | Upper middle income |
| 3 | ALB | Albania | Europe & Central Asia | Upper middle income |
| 4 | AND | Andorra | Europe & Central Asia | High income: nonOECD |
Country_sub['REGION'].unique()
array(['Latin America & Caribbean', 'South Asia', 'Sub-Saharan Africa',
'Europe & Central Asia', nan, 'Middle East & North Africa',
'East Asia & Pacific', 'North America'], dtype=object)
Des valeurs sont manquantes dans la catégorie RÉGION. Je les localise :
Country_sub[Country_sub['REGION'].isna()]
| CODE PAYS | PAYS | REGION | REVENUS | |
|---|---|---|---|---|
| 5 | ARB | Arab World | NaN | NaN |
| 57 | EAP | East Asia & Pacific | NaN | NaN |
| 58 | EAS | East Asia & Pacific (all income levels) | NaN | NaN |
| 59 | ECA | Europe & Central Asia | NaN | NaN |
| 60 | ECS | Europe & Central Asia (all income levels) | NaN | NaN |
| 63 | EMU | Euro area | NaN | NaN |
| 68 | EUU | European Union | NaN | NaN |
| 78 | GIB | Gibraltar | NaN | NaN |
| 89 | HIC | High income | NaN | NaN |
| 92 | HPC | Heavily indebted poor countries (HIPC) | NaN | NaN |
| 116 | LAC | Latin America & Caribbean | NaN | NaN |
| 122 | LCN | Latin America & Caribbean (all income levels) | NaN | NaN |
| 123 | LDC | Least developed countries: UN classification | NaN | NaN |
| 124 | LIC | Low income | NaN | NaN |
| 127 | LMC | Lower middle income | NaN | NaN |
| 128 | LMY | Low & middle income | NaN | NaN |
| 140 | MEA | Middle East & North Africa (all income levels) | NaN | NaN |
| 143 | MIC | Middle income | NaN | NaN |
| 148 | MNA | Middle East & North Africa | NaN | NaN |
| 157 | NAC | North America | NaN | NaN |
| 166 | NRU | Nauru | NaN | NaN |
| 168 | OED | OECD members | NaN | NaN |
| 187 | SAS | South Asia | NaN | NaN |
| 198 | SSA | Sub-Saharan Africa | NaN | NaN |
| 200 | SSF | Sub-Saharan Africa (all income levels) | NaN | NaN |
| 225 | UMC | Upper middle income | NaN | NaN |
| 234 | WLD | World | NaN | NaN |
Les valeurs manquantes de la catégories région ont permis de mettre en évidence des erreurs. Certaines lignes ne concernent pas des pays mais des régions ou des niveaux de revenus, des espaces de marchés ... Exemple : le code 'ARB' fait référence à "Arab World" ou 'EMU' pour désigner "l'Euro Area". De plus, ces lignes n'offrent aucune informations. Je supprime ces lignes.
#Je récupère les index de chacune des lignes à problèmes et je l'affecte à ind.
ind = Country_sub[Country_sub['REGION'].isna()].index
#Pour l'analyse des autres dataframe, je récupère la liste des codes à supprimer
FPAYS = Country_sub[Country_sub['REGION'].isna()]
faux_pays = FPAYS['CODE PAYS'].to_list()
## Suppression des lignes dans Country_sub
for i in ind:
Country_sub = Country_sub.drop(i)
Country_sub
| CODE PAYS | PAYS | REGION | REVENUS | |
|---|---|---|---|---|
| 0 | ABW | Aruba | Latin America & Caribbean | High income: nonOECD |
| 1 | AFG | Afghanistan | South Asia | Low income |
| 2 | AGO | Angola | Sub-Saharan Africa | Upper middle income |
| 3 | ALB | Albania | Europe & Central Asia | Upper middle income |
| 4 | AND | Andorra | Europe & Central Asia | High income: nonOECD |
| ... | ... | ... | ... | ... |
| 236 | XKX | Kosovo | Europe & Central Asia | Lower middle income |
| 237 | YEM | Yemen, Rep. | Middle East & North Africa | Lower middle income |
| 238 | ZAF | South Africa | Sub-Saharan Africa | Upper middle income |
| 239 | ZMB | Zambia | Sub-Saharan Africa | Lower middle income |
| 240 | ZWE | Zimbabwe | Sub-Saharan Africa | Low income |
214 rows × 4 columns
Country_sub.duplicated('CODE PAYS', keep=False).sum()
0
Country_sub['REVENUS'].unique()
array(['High income: nonOECD', 'Low income', 'Upper middle income',
'Lower middle income', 'High income: OECD'], dtype=object)
Country_sub[Country_sub['REVENUS'].isna()]
| CODE PAYS | PAYS | REGION | REVENUS |
|---|
Country_sub.isna().mean()
CODE PAYS 0.0 PAYS 0.0 REGION 0.0 REVENUS 0.0 dtype: float64
Conclusion : J'ai crée le dataset country_sub à partir des features qui m'intéressent : le code pays, la région et la catégorie de revenus. C'est un dataframe de 4 colonnes et 214 lignes. Le taux de valeurs manquantes est nul et il n'ya pas de doublons. La clé primaire du dataset : Le pays, il y a une ligne par pays.
Data = pd.read_csv('EdStatsData.csv')
Data.info
<bound method DataFrame.info of Country Name Country Code \
0 Arab World ARB
1 Arab World ARB
2 Arab World ARB
3 Arab World ARB
4 Arab World ARB
... ... ...
886925 Zimbabwe ZWE
886926 Zimbabwe ZWE
886927 Zimbabwe ZWE
886928 Zimbabwe ZWE
886929 Zimbabwe ZWE
Indicator Name \
0 Adjusted net enrolment rate, lower secondary, ...
1 Adjusted net enrolment rate, lower secondary, ...
2 Adjusted net enrolment rate, lower secondary, ...
3 Adjusted net enrolment rate, lower secondary, ...
4 Adjusted net enrolment rate, primary, both sex...
... ...
886925 Youth illiterate population, 15-24 years, male...
886926 Youth literacy rate, population 15-24 years, b...
886927 Youth literacy rate, population 15-24 years, f...
886928 Youth literacy rate, population 15-24 years, g...
886929 Youth literacy rate, population 15-24 years, m...
Indicator Code 1970 1971 1972 1973 \
0 UIS.NERA.2 NaN NaN NaN NaN
1 UIS.NERA.2.F NaN NaN NaN NaN
2 UIS.NERA.2.GPI NaN NaN NaN NaN
3 UIS.NERA.2.M NaN NaN NaN NaN
4 SE.PRM.TENR 54.822121 54.894138 56.209438 57.267109
... ... ... ... ... ...
886925 UIS.LP.AG15T24.M NaN NaN NaN NaN
886926 SE.ADT.1524.LT.ZS NaN NaN NaN NaN
886927 SE.ADT.1524.LT.FE.ZS NaN NaN NaN NaN
886928 SE.ADT.1524.LT.FM.ZS NaN NaN NaN NaN
886929 SE.ADT.1524.LT.MA.ZS NaN NaN NaN NaN
1974 1975 ... 2060 2065 2070 2075 2080 2085 2090 \
0 NaN NaN ... NaN NaN NaN NaN NaN NaN NaN
1 NaN NaN ... NaN NaN NaN NaN NaN NaN NaN
2 NaN NaN ... NaN NaN NaN NaN NaN NaN NaN
3 NaN NaN ... NaN NaN NaN NaN NaN NaN NaN
4 57.991138 59.36554 ... NaN NaN NaN NaN NaN NaN NaN
... ... ... ... ... ... ... ... ... ... ...
886925 NaN NaN ... NaN NaN NaN NaN NaN NaN NaN
886926 NaN NaN ... NaN NaN NaN NaN NaN NaN NaN
886927 NaN NaN ... NaN NaN NaN NaN NaN NaN NaN
886928 NaN NaN ... NaN NaN NaN NaN NaN NaN NaN
886929 NaN NaN ... NaN NaN NaN NaN NaN NaN NaN
2095 2100 Unnamed: 69
0 NaN NaN NaN
1 NaN NaN NaN
2 NaN NaN NaN
3 NaN NaN NaN
4 NaN NaN NaN
... ... ... ...
886925 NaN NaN NaN
886926 NaN NaN NaN
886927 NaN NaN NaN
886928 NaN NaN NaN
886929 NaN NaN NaN
[886930 rows x 70 columns]>
#Data.head()
Data = Data.rename(columns = {'Indicator Name': 'INDICATEUR_N','Indicator Code': 'INDICATEUR',
'Country Name': 'PAYS','Country Code': 'CODE PAYS'})
Data['CODE PAYS'] = Data['CODE PAYS'].str.upper()
Data['INDICATEUR'] = Data['INDICATEUR'].str.upper()
Comme pour la table Country_s, je choisi de supprimer dans la table Data les lignes des 'faux pays'.
Lis = ['VGB','FRO','GUM','GRL','BMU']
for fp in Lis:
faux_pays.append(fp)
Data = Data[~Data['CODE PAYS'].isin(faux_pays)]
faux_pays
['ARB', 'EAP', 'EAS', 'ECA', 'ECS', 'EMU', 'EUU', 'GIB', 'HIC', 'HPC', 'LAC', 'LCN', 'LDC', 'LIC', 'LMC', 'LMY', 'MEA', 'MIC', 'MNA', 'NAC', 'NRU', 'OED', 'SAS', 'SSA', 'SSF', 'UMC', 'WLD', 'VGB', 'FRO', 'GUM', 'GRL', 'BMU']
Data.head()
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | 1970 | 1971 | 1972 | 1973 | 1974 | 1975 | ... | 2060 | 2065 | 2070 | 2075 | 2080 | 2085 | 2090 | 2095 | 2100 | Unnamed: 69 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 91625 | Afghanistan | AFG | Adjusted net enrolment rate, lower secondary, ... | UIS.NERA.2 | NaN | NaN | NaN | NaN | 7.05911 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 91626 | Afghanistan | AFG | Adjusted net enrolment rate, lower secondary, ... | UIS.NERA.2.F | NaN | NaN | NaN | NaN | 2.53138 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 91627 | Afghanistan | AFG | Adjusted net enrolment rate, lower secondary, ... | UIS.NERA.2.GPI | NaN | NaN | NaN | NaN | 0.22154 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 91628 | Afghanistan | AFG | Adjusted net enrolment rate, lower secondary, ... | UIS.NERA.2.M | NaN | NaN | NaN | NaN | 11.42652 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 91629 | Afghanistan | AFG | Adjusted net enrolment rate, primary, both sex... | SE.PRM.TENR | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
5 rows × 70 columns
Data.dtypes
PAYS object
CODE PAYS object
INDICATEUR_N object
INDICATEUR object
1970 float64
...
2085 float64
2090 float64
2095 float64
2100 float64
Unnamed: 69 float64
Length: 70, dtype: object
Data.isna().mean()
PAYS 0.000000
CODE PAYS 0.000000
INDICATEUR_N 0.000000
INDICATEUR 0.000000
1970 0.911032
...
2085 0.933570
2090 0.933570
2095 0.933570
2100 0.933570
Unnamed: 69 1.000000
Length: 70, dtype: float64
Pour d'avantage de visibilité j'utiliser le package missingno, avec un échantillon de 500 lignes.
import missingno as msno
A = Data.sample(500)
%matplotlib inline
msno.matrix(A)
tick = np.arange(Data.shape[1])
lab = Data.columns.tolist()
#plt.title('Visualisation des valeurs manquantes de la table Data',pad = 0, fontsize = 20)
plt.xticks(tick,labels = lab, rotation='vertical',fontsize = 13 )
plt.savefig('1_3_Data.png', dpi= 200, bbox_inches = 'tight')
En comptant les colonnes, on s'aperçoit que la colonne 2017 est entièrement vide, tandis que l'année 2010 est la mieux renseignée. Pour les années comprises entre 1970 et 2015, les années multiples de 5 sont d'avantage renseignées. La majorité des informations est enregistrée entre 2000 et 2015. Pour plusieurs pays et indicateurs (la proportion est à préciser), une projection est faite au delà de l'année 2017.
#Suppression de la colonne Unnamed et
Data = Data.drop(columns = 'Unnamed: 69')
#Localisation des indices de colonnes qui m'intéressent. 10 ans entre 2005 et 2015.
#Les 10 années les plus renseignées du dataset
Data.iloc[:,-30:-15].isna().mean()
2005 0.772764 2006 0.829333 2007 0.833281 2008 0.836914 2009 0.827053 2010 0.697256 2011 0.822231 2012 0.821163 2013 0.833349 2014 0.863786 2015 0.832500 2016 0.979758 2017 0.999814 2020 0.933570 2025 0.933570 dtype: float64
Data.head()
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | 1970 | 1971 | 1972 | 1973 | 1974 | 1975 | ... | 2055 | 2060 | 2065 | 2070 | 2075 | 2080 | 2085 | 2090 | 2095 | 2100 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 91625 | Afghanistan | AFG | Adjusted net enrolment rate, lower secondary, ... | UIS.NERA.2 | NaN | NaN | NaN | NaN | 7.05911 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 91626 | Afghanistan | AFG | Adjusted net enrolment rate, lower secondary, ... | UIS.NERA.2.F | NaN | NaN | NaN | NaN | 2.53138 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 91627 | Afghanistan | AFG | Adjusted net enrolment rate, lower secondary, ... | UIS.NERA.2.GPI | NaN | NaN | NaN | NaN | 0.22154 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 91628 | Afghanistan | AFG | Adjusted net enrolment rate, lower secondary, ... | UIS.NERA.2.M | NaN | NaN | NaN | NaN | 11.42652 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 91629 | Afghanistan | AFG | Adjusted net enrolment rate, primary, both sex... | SE.PRM.TENR | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
5 rows × 69 columns
#Création d'un nouveau dataframe partiel, comprenant les années 2005 à 2015
#Suppression des années hors [2005 ; 2015]
Data1 = Data.iloc[:, 0:4]
#Data2 = Data.iloc[:,-30:-19]
Data2 = Data.iloc[:,-30:-18] #Suite au conclusion du paragraphe 4.1 j'inclue l'année 2016 dans la sélection
Data1 = Data1.reset_index()
Data2 = Data2.reset_index()
Data1
| index | PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | |
|---|---|---|---|---|---|
| 0 | 91625 | Afghanistan | AFG | Adjusted net enrolment rate, lower secondary, ... | UIS.NERA.2 |
| 1 | 91626 | Afghanistan | AFG | Adjusted net enrolment rate, lower secondary, ... | UIS.NERA.2.F |
| 2 | 91627 | Afghanistan | AFG | Adjusted net enrolment rate, lower secondary, ... | UIS.NERA.2.GPI |
| 3 | 91628 | Afghanistan | AFG | Adjusted net enrolment rate, lower secondary, ... | UIS.NERA.2.M |
| 4 | 91629 | Afghanistan | AFG | Adjusted net enrolment rate, primary, both sex... | SE.PRM.TENR |
| ... | ... | ... | ... | ... | ... |
| 769645 | 886925 | Zimbabwe | ZWE | Youth illiterate population, 15-24 years, male... | UIS.LP.AG15T24.M |
| 769646 | 886926 | Zimbabwe | ZWE | Youth literacy rate, population 15-24 years, b... | SE.ADT.1524.LT.ZS |
| 769647 | 886927 | Zimbabwe | ZWE | Youth literacy rate, population 15-24 years, f... | SE.ADT.1524.LT.FE.ZS |
| 769648 | 886928 | Zimbabwe | ZWE | Youth literacy rate, population 15-24 years, g... | SE.ADT.1524.LT.FM.ZS |
| 769649 | 886929 | Zimbabwe | ZWE | Youth literacy rate, population 15-24 years, m... | SE.ADT.1524.LT.MA.ZS |
769650 rows × 5 columns
Data2
| index | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 91625 | NaN | NaN | 28.059870 | NaN | NaN | NaN | NaN | NaN | 47.436790 | 50.627232 | NaN | NaN |
| 1 | 91626 | NaN | NaN | 15.223100 | NaN | NaN | NaN | NaN | NaN | 34.073261 | 37.641541 | NaN | NaN |
| 2 | 91627 | NaN | NaN | 0.379130 | NaN | NaN | NaN | NaN | NaN | 0.567060 | 0.598370 | NaN | NaN |
| 3 | 91628 | NaN | NaN | 40.152851 | NaN | NaN | NaN | NaN | NaN | 60.087059 | 62.906952 | NaN | NaN |
| 4 | 91629 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 769645 | 886925 | NaN | NaN | NaN | NaN | NaN | NaN | 166679.00000 | NaN | NaN | 199464.000000 | NaN | NaN |
| 769646 | 886926 | NaN | NaN | NaN | NaN | NaN | NaN | 90.93070 | NaN | NaN | 90.428120 | NaN | NaN |
| 769647 | 886927 | NaN | NaN | NaN | NaN | NaN | NaN | 92.12456 | NaN | NaN | 93.188350 | NaN | NaN |
| 769648 | 886928 | NaN | NaN | NaN | NaN | NaN | NaN | 1.02828 | NaN | NaN | 1.063890 | NaN | NaN |
| 769649 | 886929 | NaN | NaN | NaN | NaN | NaN | NaN | 89.59058 | NaN | NaN | 87.591860 | NaN | NaN |
769650 rows × 13 columns
Data_sub = pd.merge(Data1,Data2, on ='index')
Data_sub = Data_sub.drop(columns='index')
Data_sub.head()
Data_sub_v0 = Data_sub #sauvegarde
Data_sub.isna().mean()
PAYS 0.000000 CODE PAYS 0.000000 INDICATEUR_N 0.000000 INDICATEUR 0.000000 2005 0.772764 2006 0.829333 2007 0.833281 2008 0.836914 2009 0.827053 2010 0.697256 2011 0.822231 2012 0.821163 2013 0.833349 2014 0.863786 2015 0.832500 2016 0.979758 dtype: float64
Le dataframe Data renferme 787975 lignes (une fois que l'on élimine les 'faux pays') et 70 colonnes. Chaque ligne correspond à un pays et un indicateur statistique donné. Ces deux informations constitue une clé primaire pour le dataframe. Le reste des colonnes sont les années d'enregistrement de 1970 à 2100. Pour répondre à notre problématique il me semble que seul les données de 2005 à 2015 seraient pertinentes, d'autant que ces colonnes ont les taux de valeurs manquantes les plus faibles. Je crée donc une table Data_sub qui un subset de la table Data et qui ne comprend que les données de 2005 à 2015.
De manière générale, le taux de valeurs manquantes est très élevé au minimum de 70% pour l'année 2010.
A = Data['INDICATEUR'].unique()
print(A)
A.shape
['UIS.NERA.2' 'UIS.NERA.2.F' 'UIS.NERA.2.GPI' ... 'SE.ADT.1524.LT.FE.ZS' 'SE.ADT.1524.LT.FM.ZS' 'SE.ADT.1524.LT.MA.ZS']
(3665,)
Il y a 3665 indicateurs uniques.
Data.groupby('CODE PAYS')['INDICATEUR'].count()
CODE PAYS
ABW 3665
AFG 3665
AGO 3665
ALB 3665
AND 3665
...
XKX 3665
YEM 3665
ZAF 3665
ZMB 3665
ZWE 3665
Name: INDICATEUR, Length: 210, dtype: int64
Data.groupby('CODE PAYS')['INDICATEUR'].count().mean()
3665.0
La table Data répertorie les 3665 indicateurs pour chaque pays.
#Recherche de doublon
Data.duplicated(['CODE PAYS', 'INDICATEUR'],keep=False).sum()
0
Conclusion : Je vais explorer le dataframe Series, pour en connaître d'avantage sur les indicateurs à disposition. Dans le dataframe Data, les taux de valeurs manquantes sont élevés > 70% . Néanmoins, par pays il y a 3665 indicateurs.
Et les indicateurs sont répertorié sur 90 ans. Si 30% des d'enregistrement et/ ou d'un indicateur sont correctement renseigné entre 2005 et 2015, il serait possible d'en tirer des conlcusions intéressantes.
Une démarche possible :
FootNote = pd.read_csv('EdStatsFootNote.csv')
FootNote.head()
| CountryCode | SeriesCode | Year | DESCRIPTION | Unnamed: 4 | |
|---|---|---|---|---|---|
| 0 | ABW | SE.PRE.ENRL.FE | YR2001 | Country estimation. | NaN |
| 1 | ABW | SE.TER.TCHR.FE | YR2005 | Country estimation. | NaN |
| 2 | ABW | SE.PRE.TCHR.FE | YR2000 | Country estimation. | NaN |
| 3 | ABW | SE.SEC.ENRL.GC | YR2004 | Country estimation. | NaN |
| 4 | ABW | SE.PRE.TCHR | YR2006 | Country estimation. | NaN |
FootNote.info
<bound method DataFrame.info of CountryCode SeriesCode Year \
0 ABW SE.PRE.ENRL.FE YR2001
1 ABW SE.TER.TCHR.FE YR2005
2 ABW SE.PRE.TCHR.FE YR2000
3 ABW SE.SEC.ENRL.GC YR2004
4 ABW SE.PRE.TCHR YR2006
... ... ... ...
643633 ZWE SH.DYN.MORT YR2007
643634 ZWE SH.DYN.MORT YR2014
643635 ZWE SH.DYN.MORT YR2015
643636 ZWE SH.DYN.MORT YR2017
643637 ZWE SP.POP.GROW YR2017
DESCRIPTION Unnamed: 4
0 Country estimation. NaN
1 Country estimation. NaN
2 Country estimation. NaN
3 Country estimation. NaN
4 Country estimation. NaN
... ... ...
643633 Uncertainty bound is 91.6 - 109.3 NaN
643634 Uncertainty bound is 54.3 - 76 NaN
643635 Uncertainty bound is 48.3 - 73.3 NaN
643636 5-year average value between 0s and 5s NaN
643637 5-year average value between 0s and 5s NaN
[643638 rows x 5 columns]>
FootNote.isna().mean()
CountryCode 0.0 SeriesCode 0.0 Year 0.0 DESCRIPTION 0.0 Unnamed: 4 1.0 dtype: float64
faux_pays
['ARB', 'EAP', 'EAS', 'ECA', 'ECS', 'EMU', 'EUU', 'GIB', 'HIC', 'HPC', 'LAC', 'LCN', 'LDC', 'LIC', 'LMC', 'LMY', 'MEA', 'MIC', 'MNA', 'NAC', 'NRU', 'OED', 'SAS', 'SSA', 'SSF', 'UMC', 'WLD', 'VGB', 'FRO', 'GUM', 'GRL', 'BMU']
# Passage des codes en majuscule
FootNote['SeriesCode'] = FootNote['SeriesCode'].str.upper()
FootNote['CountryCode'] = FootNote['CountryCode'].str.upper()
#Suppression des lignes qui correspondent au "faux pays"
FootNote = FootNote[~FootNote['CountryCode'].isin(faux_pays)]
#Vérification 1
FootNote[FootNote['CountryCode']=='ARB'].index
Int64Index([], dtype='int64')
#Vérification 2
FootNote[FootNote['CountryCode'].isin(faux_pays)]
| CountryCode | SeriesCode | Year | DESCRIPTION | Unnamed: 4 |
|---|
FootNote.shape
(513657, 5)
FootNote['DESCRIPTION'].unique()
array(['Country estimation.', 'UIS Estimation',
'UNESCO Institute for Statistics (UIS) estimate', ...,
'Uncertainty bound is 91.6 - 109.3',
'Uncertainty bound is 54.3 - 76',
'Uncertainty bound is 48.3 - 73.3'], dtype=object)
a = FootNote['SeriesCode'].unique()
print(a,'Nombre indicateur',a.shape[0])
['SE.PRE.ENRL.FE' 'SE.TER.TCHR.FE' 'SE.PRE.TCHR.FE' ... 'UIS.AFR.GTCTR.2.F' 'UIS.AFR.GTCTR.2.M' 'UIS.AFR.GTCTR.2.T'] Nombre indicateur 1471
Il y a seuleument 1474 indicateurs évoqués dans la table FootNote.
## Mise en forme du dataframe
FootNote =FootNote.drop(columns='Unnamed: 4') #Suppression de la colonne Unnamed 4
FootNote = FootNote.rename(columns={'CountryCode':'CODE PAYS'})
FootNote=FootNote.rename(columns={'SeriesCode':'INDICATEUR'})
FootNote=FootNote.rename(columns={'Year':'ANNÉE'})
FootNote.groupby('CODE PAYS')['CODE PAYS'].count()
CODE PAYS
ABW 1712
AFG 1576
AGO 1416
ALB 1916
AND 1274
...
XKX 12
YEM 1615
ZAF 2376
ZMB 2339
ZWE 1480
Name: CODE PAYS, Length: 208, dtype: int64
Chaque pays n'a pas le même nombre d'indicateur ni le même nombre d'année renseigné.
FootNote
| CODE PAYS | INDICATEUR | ANNÉE | DESCRIPTION | |
|---|---|---|---|---|
| 0 | ABW | SE.PRE.ENRL.FE | YR2001 | Country estimation. |
| 1 | ABW | SE.TER.TCHR.FE | YR2005 | Country estimation. |
| 2 | ABW | SE.PRE.TCHR.FE | YR2000 | Country estimation. |
| 3 | ABW | SE.SEC.ENRL.GC | YR2004 | Country estimation. |
| 4 | ABW | SE.PRE.TCHR | YR2006 | Country estimation. |
| ... | ... | ... | ... | ... |
| 643633 | ZWE | SH.DYN.MORT | YR2007 | Uncertainty bound is 91.6 - 109.3 |
| 643634 | ZWE | SH.DYN.MORT | YR2014 | Uncertainty bound is 54.3 - 76 |
| 643635 | ZWE | SH.DYN.MORT | YR2015 | Uncertainty bound is 48.3 - 73.3 |
| 643636 | ZWE | SH.DYN.MORT | YR2017 | 5-year average value between 0s and 5s |
| 643637 | ZWE | SP.POP.GROW | YR2017 | 5-year average value between 0s and 5s |
513657 rows × 4 columns
FootNote.dtypes
CODE PAYS object INDICATEUR object ANNÉE object DESCRIPTION object dtype: object
FootNote.duplicated(['CODE PAYS', 'INDICATEUR'],keep = False).sum()
493369
FootNote.ANNÉE.unique()
array(['YR2001', 'YR2005', 'YR2000', 'YR2004', 'YR2006', 'YR2003',
'YR1999', 'YR2008', 'YR2002', 'YR2007', 'YR2017', 'YR2010',
'YR2009', 'YR2011', 'YR2012', 'YR2015', 'YR2014', 'YR1970',
'YR1971', 'YR1972', 'YR1973', 'YR1974', 'YR1975', 'YR1976',
'YR1977', 'YR1978', 'YR1979', 'YR1980', 'YR1981', 'YR1982',
'YR1983', 'YR1984', 'YR1985', 'YR1986', 'YR1987', 'YR1988',
'YR1989', 'YR1990', 'YR1991', 'YR1992', 'YR1993', 'YR1994',
'YR1995', 'YR1996', 'YR1997', 'YR1998', 'YR2013', 'YR2016',
'YR2020', 'YR2025', 'YR2030', 'YR2035', 'YR2040', 'YR2045',
'YR2050'], dtype=object)
Pour d'avantage de lisibilité, je choisi de convertir les dates au format date ou datetime. Je pourrais ainsi les ordonner et éliminer les années qui me semblent peu pertinentes.
for i,row in FootNote.iterrows():
row['ANNÉE'] = row['ANNÉE'][2:]
FootNote.head()
| CODE PAYS | INDICATEUR | ANNÉE | DESCRIPTION | |
|---|---|---|---|---|
| 0 | ABW | SE.PRE.ENRL.FE | 2001 | Country estimation. |
| 1 | ABW | SE.TER.TCHR.FE | 2005 | Country estimation. |
| 2 | ABW | SE.PRE.TCHR.FE | 2000 | Country estimation. |
| 3 | ABW | SE.SEC.ENRL.GC | 2004 | Country estimation. |
| 4 | ABW | SE.PRE.TCHR | 2006 | Country estimation. |
#pd.to_datetime(FootNote['YEAR'])
Le format Datetime n'est pas très lisible et ne me permets pas de garder uniquement l'année. Essai avec l'argument format = %Y, sans résultat. Je décide donc de convertir la date au format integer. J'aurais la possibilté de les ordonner.
FootNote['ANNÉE'] = FootNote['ANNÉE'].astype('int')
Pour être en cohérence avec la démarche employé au dataframe Data, je choisi de ne garder que les années comprises entre 2005 et 2025.
FootNote_sub = FootNote[FootNote['ANNÉE']>=2005]
FootNote_sub = FootNote[FootNote['ANNÉE']<2030]
FootNote_sub.shape
(512941, 4)
FootNote_sub = FootNote_sub.reset_index()
FootNote_sub = FootNote_sub.drop(columns='index')
FootNote_sub.head()
| CODE PAYS | INDICATEUR | ANNÉE | DESCRIPTION | |
|---|---|---|---|---|
| 0 | ABW | SE.PRE.ENRL.FE | 2001 | Country estimation. |
| 1 | ABW | SE.TER.TCHR.FE | 2005 | Country estimation. |
| 2 | ABW | SE.PRE.TCHR.FE | 2000 | Country estimation. |
| 3 | ABW | SE.SEC.ENRL.GC | 2004 | Country estimation. |
| 4 | ABW | SE.PRE.TCHR | 2006 | Country estimation. |
FootNote.groupby(['CODE PAYS', 'ANNÉE'])['INDICATEUR'].count()
CODE PAYS ANNÉE
ABW 1970 5
1971 5
1972 5
1973 5
1974 5
..
ZWE 2013 23
2014 34
2015 26
2016 2
2017 2
Name: INDICATEUR, Length: 9846, dtype: int64
FootNote.duplicated(keep=False).sum()
0
mask1 = Data_sub['INDICATEUR']=='SE.TER.ENRL'
mask2 =Data_sub['CODE PAYS']=='FRA'
Data_sub.loc[(mask1 & mask2),:]
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 235764 | France | FRA | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 2187383.0 | 2201201.0 | 2179505.0 | 2164538.0 | 2172855.0 | 2245097.0 | 2259448.0 | 2296306.0 | 2338135.0 | 2388880.0 | NaN | NaN |
mask1 = FootNote['INDICATEUR']=='SE.TER.ENRL'
mask2 =FootNote['CODE PAYS']=='FRA'
FootNote.loc[(mask2 & mask1),:]
| CODE PAYS | INDICATEUR | ANNÉE | DESCRIPTION | |
|---|---|---|---|---|
| 196877 | FRA | SE.TER.ENRL | 1999 | Estimated |
| 196878 | FRA | SE.TER.ENRL | 2000 | Estimated |
| 196879 | FRA | SE.TER.ENRL | 2001 | Estimated |
| 196880 | FRA | SE.TER.ENRL | 2002 | Estimated |
| 196881 | FRA | SE.TER.ENRL | 2003 | Estimated |
| 196882 | FRA | SE.TER.ENRL | 2004 | Estimated |
| 196883 | FRA | SE.TER.ENRL | 2005 | Estimated |
| 196884 | FRA | SE.TER.ENRL | 2006 | Estimated |
| 196885 | FRA | SE.TER.ENRL | 2007 | Estimated |
| 196886 | FRA | SE.TER.ENRL | 2008 | Estimated |
| 196887 | FRA | SE.TER.ENRL | 2009 | Estimated |
| 196888 | FRA | SE.TER.ENRL | 2010 | Estimated |
| 198367 | FRA | SE.TER.ENRL | 1971 | Country Data |
| 198368 | FRA | SE.TER.ENRL | 1972 | Country Data |
| 198369 | FRA | SE.TER.ENRL | 1973 | Country Data |
| 198370 | FRA | SE.TER.ENRL | 1974 | Country Data |
| 198371 | FRA | SE.TER.ENRL | 1975 | Country Data |
| 198372 | FRA | SE.TER.ENRL | 1976 | Country Data |
| 198373 | FRA | SE.TER.ENRL | 1977 | Country Data |
| 198374 | FRA | SE.TER.ENRL | 1978 | Country Data |
| 198375 | FRA | SE.TER.ENRL | 1979 | Country Data |
| 198376 | FRA | SE.TER.ENRL | 1980 | Country Data |
| 198377 | FRA | SE.TER.ENRL | 1981 | Country Data |
| 198378 | FRA | SE.TER.ENRL | 1982 | Country Data |
| 198379 | FRA | SE.TER.ENRL | 1983 | Country Data |
| 198380 | FRA | SE.TER.ENRL | 1985 | Country Data |
| 198381 | FRA | SE.TER.ENRL | 1986 | Country Data |
| 198382 | FRA | SE.TER.ENRL | 1987 | Country Data |
| 198383 | FRA | SE.TER.ENRL | 1988 | Country Data |
| 198384 | FRA | SE.TER.ENRL | 1989 | Country Data |
| 198385 | FRA | SE.TER.ENRL | 1990 | Country Data |
| 198386 | FRA | SE.TER.ENRL | 1991 | Country Data |
| 198387 | FRA | SE.TER.ENRL | 1992 | Country Data |
| 198388 | FRA | SE.TER.ENRL | 1993 | Country Data |
| 198389 | FRA | SE.TER.ENRL | 1994 | Country Data |
| 198390 | FRA | SE.TER.ENRL | 1995 | Country Data |
| 198391 | FRA | SE.TER.ENRL | 1996 | Country Data |
| 198392 | FRA | SE.TER.ENRL | 1997 | Country Data |
Conclusion : Le dataframe FootNote est consituté de 4 colonnes et de 515752 lignes. Chaque ligne correspond à un pays, à un indicateur, l'année de calcul de l'indicateur et à une Note de bas de page concernant le calcul de l'indicateur. Pour être en cohérence avec la démarche employé au dataframe Data, je choisi de ne garder que les années comprises entre 2005 et 2025. Seul 1474 indicateurs sont évoqués, les 3665 indicateurs de Data ne font pas tous l'objet d'une note de bas de page.
Series = pd.read_csv('EdStatsSeries.csv')
Series.info
<bound method DataFrame.info of Series Code Topic \
0 BAR.NOED.1519.FE.ZS Attainment
1 BAR.NOED.1519.ZS Attainment
2 BAR.NOED.15UP.FE.ZS Attainment
3 BAR.NOED.15UP.ZS Attainment
4 BAR.NOED.2024.FE.ZS Attainment
... ... ...
3660 UIS.XUNIT.USCONST.3.FSGOV Expenditures
3661 UIS.XUNIT.USCONST.4.FSGOV Expenditures
3662 UIS.XUNIT.USCONST.56.FSGOV Expenditures
3663 XGDP.23.FSGOV.FDINSTADM.FFD Expenditures
3664 XGDP.56.FSGOV.FDINSTADM.FFD Expenditures
Indicator Name \
0 Barro-Lee: Percentage of female population age...
1 Barro-Lee: Percentage of population age 15-19 ...
2 Barro-Lee: Percentage of female population age...
3 Barro-Lee: Percentage of population age 15+ wi...
4 Barro-Lee: Percentage of female population age...
... ...
3660 Government expenditure per upper secondary stu...
3661 Government expenditure per post-secondary non-...
3662 Government expenditure per tertiary student (c...
3663 Government expenditure in secondary institutio...
3664 Government expenditure in tertiary institution...
Short definition \
0 Percentage of female population age 15-19 with...
1 Percentage of population age 15-19 with no edu...
2 Percentage of female population age 15+ with n...
3 Percentage of population age 15+ with no educa...
4 Percentage of female population age 20-24 with...
... ...
3660 NaN
3661 NaN
3662 NaN
3663 Total general (local, regional and central) go...
3664 Total general (local, regional and central) go...
Long definition Unit of measure \
0 Percentage of female population age 15-19 with... NaN
1 Percentage of population age 15-19 with no edu... NaN
2 Percentage of female population age 15+ with n... NaN
3 Percentage of population age 15+ with no educa... NaN
4 Percentage of female population age 20-24 with... NaN
... ... ...
3660 Average total (current, capital and transfers)... NaN
3661 Average total (current, capital and transfers)... NaN
3662 Average total (current, capital and transfers)... NaN
3663 Total general (local, regional and central) go... NaN
3664 Total general (local, regional and central) go... NaN
Periodicity Base Period Other notes Aggregation method ... \
0 NaN NaN NaN NaN ...
1 NaN NaN NaN NaN ...
2 NaN NaN NaN NaN ...
3 NaN NaN NaN NaN ...
4 NaN NaN NaN NaN ...
... ... ... ... ... ...
3660 NaN NaN NaN NaN ...
3661 NaN NaN NaN NaN ...
3662 NaN NaN NaN NaN ...
3663 NaN NaN Secondary NaN ...
3664 NaN NaN Tertiary NaN ...
Notes from original source General comments \
0 NaN NaN
1 NaN NaN
2 NaN NaN
3 NaN NaN
4 NaN NaN
... ... ...
3660 NaN NaN
3661 NaN NaN
3662 NaN NaN
3663 NaN NaN
3664 NaN NaN
Source \
0 Robert J. Barro and Jong-Wha Lee: http://www.b...
1 Robert J. Barro and Jong-Wha Lee: http://www.b...
2 Robert J. Barro and Jong-Wha Lee: http://www.b...
3 Robert J. Barro and Jong-Wha Lee: http://www.b...
4 Robert J. Barro and Jong-Wha Lee: http://www.b...
... ...
3660 UNESCO Institute for Statistics
3661 UNESCO Institute for Statistics
3662 UNESCO Institute for Statistics
3663 UNESCO Institute for Statistics
3664 UNESCO Institute for Statistics
Statistical concept and methodology Development relevance \
0 NaN NaN
1 NaN NaN
2 NaN NaN
3 NaN NaN
4 NaN NaN
... ... ...
3660 NaN NaN
3661 NaN NaN
3662 NaN NaN
3663 NaN NaN
3664 NaN NaN
Related source links Other web links Related indicators License Type \
0 NaN NaN NaN NaN
1 NaN NaN NaN NaN
2 NaN NaN NaN NaN
3 NaN NaN NaN NaN
4 NaN NaN NaN NaN
... ... ... ... ...
3660 NaN NaN NaN NaN
3661 NaN NaN NaN NaN
3662 NaN NaN NaN NaN
3663 NaN NaN NaN NaN
3664 NaN NaN NaN NaN
Unnamed: 20
0 NaN
1 NaN
2 NaN
3 NaN
4 NaN
... ...
3660 NaN
3661 NaN
3662 NaN
3663 NaN
3664 NaN
[3665 rows x 21 columns]>
Series.head()
| Series Code | Topic | Indicator Name | Short definition | Long definition | Unit of measure | Periodicity | Base Period | Other notes | Aggregation method | ... | Notes from original source | General comments | Source | Statistical concept and methodology | Development relevance | Related source links | Other web links | Related indicators | License Type | Unnamed: 20 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | BAR.NOED.1519.FE.ZS | Attainment | Barro-Lee: Percentage of female population age... | Percentage of female population age 15-19 with... | Percentage of female population age 15-19 with... | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | Robert J. Barro and Jong-Wha Lee: http://www.b... | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | BAR.NOED.1519.ZS | Attainment | Barro-Lee: Percentage of population age 15-19 ... | Percentage of population age 15-19 with no edu... | Percentage of population age 15-19 with no edu... | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | Robert J. Barro and Jong-Wha Lee: http://www.b... | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | BAR.NOED.15UP.FE.ZS | Attainment | Barro-Lee: Percentage of female population age... | Percentage of female population age 15+ with n... | Percentage of female population age 15+ with n... | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | Robert J. Barro and Jong-Wha Lee: http://www.b... | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | BAR.NOED.15UP.ZS | Attainment | Barro-Lee: Percentage of population age 15+ wi... | Percentage of population age 15+ with no educa... | Percentage of population age 15+ with no educa... | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | Robert J. Barro and Jong-Wha Lee: http://www.b... | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | BAR.NOED.2024.FE.ZS | Attainment | Barro-Lee: Percentage of female population age... | Percentage of female population age 20-24 with... | Percentage of female population age 20-24 with... | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | Robert J. Barro and Jong-Wha Lee: http://www.b... | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
5 rows × 21 columns
Series.isna().mean()
Series Code 0.000000 Topic 0.000000 Indicator Name 0.000000 Short definition 0.411733 Long definition 0.000000 Unit of measure 1.000000 Periodicity 0.972988 Base Period 0.914325 Other notes 0.849386 Aggregation method 0.987176 Limitations and exceptions 0.996180 Notes from original source 1.000000 General comments 0.996180 Source 0.000000 Statistical concept and methodology 0.993724 Development relevance 0.999181 Related source links 0.941337 Other web links 1.000000 Related indicators 1.000000 License Type 1.000000 Unnamed: 20 1.000000 dtype: float64
Series = Series.rename(columns = {'Series Code': 'INDICATEUR', 'Topic':'DOMAINE'} )
Series.columns = Series.columns.str.upper()
Series = Series.loc[:,Series.isna().mean()<0.7] #Je ne garde que les colonnes ayant un taux de valeur
#inférieur 70%
#print(Series.head())
print('Taux de valeur manquantes moyen:',Series.isna().mean())
Taux de valeur manquantes moyen: INDICATEUR 0.000000 DOMAINE 0.000000 INDICATOR NAME 0.000000 SHORT DEFINITION 0.411733 LONG DEFINITION 0.000000 SOURCE 0.000000 dtype: float64
#Passage des codes en majuscules
Series['INDICATEUR'] = Series['INDICATEUR'].str.upper()
Series.duplicated('INDICATEUR').sum()
0
Series['INDICATEUR'].unique().shape
(3665,)
Series[Series['INDICATEUR']== 'SE.TER.ENRL']
#Series[Series['INDICATEUR']== 'SP.POP.TOTL']
#Series[Series['INDICATEUR']== 'NY.GDP.PCAP.PP.CD']
#SP.POP.GROW
| INDICATEUR | DOMAINE | INDICATOR NAME | SHORT DEFINITION | LONG DEFINITION | SOURCE | |
|---|---|---|---|---|---|---|
| 2332 | SE.TER.ENRL | Tertiary | Enrolment in tertiary education, all programme... | NaN | The total number of students enrolled at publi... | UNESCO Institute for Statistics |
Series.loc[Series['INDICATEUR']=='SP.POP.TOTL', 'INDICATOR NAME'].values[0]
'Population, total'
Conclusion : Le dataframe Series a pour clé primaire l'indicateur et son code. Chaque ligne correspond donc à un indicateur. Le dataframe nous renseigne sur le domaine avec la colonne Topic et la définition de l'indicateur. Logiquement, le dataframe Series comprend 3665 lignes, une ligne par indicateur.
Les taux de valeurs manquantes sont supérieurs à 70% pour les 16 colonnes qui suivent la colonne 'LONG DEFINITION'. À ce titre je décide d'alléger le dataset en éliminant les colonnes qui possèdent un taux de valeurs manquantes supérieurs à 70%.
J'obtiens un dataframe de 3665 lignes et 6 colonnes.
Le dataframe Series, permet d'identifier que la table Country_s ne prend en compte que des indicateurs relatif à la population.
Pour comprendre le contenu de la table Country_s, je choisi de lui ajouter une nouvelle colonne 'DEFINITION' qui affectera pour chaque ligne la défnition du Code correspondant. L'information sera extraite de la table Series.
Country_s.head()
| CODE PAYS | INDICATEUR | DESCRIPTION | |
|---|---|---|---|
| 0 | ABW | SP.POP.TOTL | Data sources : United Nations World Population... |
| 1 | ABW | SP.POP.GROW | Data sources: United Nations World Population ... |
| 2 | AFG | SP.POP.GROW | Data sources: United Nations World Population ... |
| 3 | AFG | NY.GDP.PCAP.PP.CD | Estimates are based on regression. |
| 4 | AFG | SP.POP.TOTL | Data sources : United Nations World Population... |
Country_s['DEFINITION']= ''
Series.loc[Series['INDICATEUR']== 'SP.POP.TOTL', 'INDICATOR NAME']
2590 Population, total Name: INDICATOR NAME, dtype: object
for i,c in Country_s.iterrows():
mask = Series['INDICATEUR']==c['INDICATEUR']
Country_s.iloc[i,-1]= Series.loc[mask,'INDICATOR NAME'].values[0]
##ATTENTION à ne prendre que la valeur en ajoutant l'attribut .values
Country_s.head()
| CODE PAYS | INDICATEUR | DESCRIPTION | DEFINITION | |
|---|---|---|---|---|
| 0 | ABW | SP.POP.TOTL | Data sources : United Nations World Population... | Population, total |
| 1 | ABW | SP.POP.GROW | Data sources: United Nations World Population ... | Population growth (annual %) |
| 2 | AFG | SP.POP.GROW | Data sources: United Nations World Population ... | Population growth (annual %) |
| 3 | AFG | NY.GDP.PCAP.PP.CD | Estimates are based on regression. | GDP per capita, PPP (current international $) |
| 4 | AFG | SP.POP.TOTL | Data sources : United Nations World Population... | Population, total |
Country_s['INDICATEUR'].unique()
array(['SP.POP.TOTL', 'SP.POP.GROW', 'NY.GDP.PCAP.PP.CD',
'NY.GDP.MKTP.PP.KD', 'NY.GNP.MKTP.PP.CD', 'NY.GDP.MKTP.PP.CD',
'NY.GDP.PCAP.PP.KD', 'NY.GNP.PCAP.PP.CD', 'SP.POP.1564.TO.ZS',
'SP.POP.TOTL.MA.ZS', 'SP.POP.TOTL.FE.ZS', 'SP.POP.0014.TO.ZS',
'NY.GNP.PCAP.CD', 'NY.GDP.PCAP.CD', 'NY.GDP.PCAP.KD',
'SP.POP.1564.MA.IN', 'SP.POP.0014.TO', 'SP.POP.1564.TO',
'SP.POP.1564.FE.IN', 'SP.POP.0014.MA.IN', 'SP.POP.0014.FE.IN'],
dtype=object)
Conclusion : La table Country_s, contient pour chaque pays, une liste d'indicateur relatif à la démographie et au produits interieurs brut et produits national brut. Pour chaque pays, la population et son accroissement annuel est connu. Les autres indicateurs ne sont renseignés que pour une dizaine de pays à la fois.
Table Country_s : Le dataframe Country_s est un tableau à 3 colonnes et 613 lignes. Chaque ligne correspond à un pays et un code faisant réference à un indicateur. Il y a 21 indicateurs au total dans le dataframe Country_s. Ces 21 indicateurs sont tous relatifs à la démographie et aux caractéristiques économiques des pays listés. Les 21 indicateurs ne sont pas renseignés pour tous les pays.
Table Country_sub : J'ai crée le dataset Country_sub à partir des features de la table Country qui m'intéressent : le code pays, la région et la catégorie de revenus. Chaque ligne correspond à un pays. C'est un dataframe de 4 colonnes et 214 lignes. Le taux de valeurs manquantes est nul et il n'y a pas de doublons.
Table Data : Le dataframe Data, liste par pays les 3665 indicateurs répertoriés dans la table Series et répertorié sur 120 ans entre 1970 et 2100. Les taux de valeurs manquantes sont élevés et en moyenne supérieur à 70% . Néanmoins, au vue du nombre d'indicateurs, si 30% des d'enregistrement et/ ou d'un indicateur sont correctement renseigné entre 2005 et 2015, il serait possible d'en tirer des conlcusions intéressantes.
import missingno as msno
A = Data_sub.sample(250)
%matplotlib inline
msno.matrix(A)
<AxesSubplot:>
%matplotlib inline
msno.bar(A)
<AxesSubplot:>
Table FootNote : Le dataframe FootNote est constitué de 4 colonnes et de 515752 lignes. Chaque ligne correspond à un pays, à un indicateur, l'année de calcul de l'indicateur et à une Note de bas de page concernant le calcul de l'indicateur. Pour être en cohérence avec la démarche employé au dataframe Data, je choisi de ne garder que les années comprises entre 2005 et 2025.
Table Series: Le dataframe Series liste les 3665 indicateurs que le set de données nous met à disposition dans le dataframe Data.
Pour répondre à la problématique du client, j'ai établi une liste de critères qui me paraîssent pertinents à l'expansion d'une start-up de la EdTech.
Series.head()
| INDICATEUR | DOMAINE | INDICATOR NAME | SHORT DEFINITION | LONG DEFINITION | SOURCE | |
|---|---|---|---|---|---|---|
| 0 | BAR.NOED.1519.FE.ZS | Attainment | Barro-Lee: Percentage of female population age... | Percentage of female population age 15-19 with... | Percentage of female population age 15-19 with... | Robert J. Barro and Jong-Wha Lee: http://www.b... |
| 1 | BAR.NOED.1519.ZS | Attainment | Barro-Lee: Percentage of population age 15-19 ... | Percentage of population age 15-19 with no edu... | Percentage of population age 15-19 with no edu... | Robert J. Barro and Jong-Wha Lee: http://www.b... |
| 2 | BAR.NOED.15UP.FE.ZS | Attainment | Barro-Lee: Percentage of female population age... | Percentage of female population age 15+ with n... | Percentage of female population age 15+ with n... | Robert J. Barro and Jong-Wha Lee: http://www.b... |
| 3 | BAR.NOED.15UP.ZS | Attainment | Barro-Lee: Percentage of population age 15+ wi... | Percentage of population age 15+ with no educa... | Percentage of population age 15+ with no educa... | Robert J. Barro and Jong-Wha Lee: http://www.b... |
| 4 | BAR.NOED.2024.FE.ZS | Attainment | Barro-Lee: Percentage of female population age... | Percentage of female population age 20-24 with... | Percentage of female population age 20-24 with... | Robert J. Barro and Jong-Wha Lee: http://www.b... |
Je recherche dans les 'DOMAINE' les domaines qui pourraient m'intéresser.
Series['DOMAINE'].unique()
array(['Attainment', 'Education Equality',
'Infrastructure: Communications', 'Learning Outcomes',
'Economic Policy & Debt: National accounts: US$ at current prices: Aggregate indicators',
'Economic Policy & Debt: National accounts: US$ at constant 2010 prices: Aggregate indicators',
'Economic Policy & Debt: Purchasing power parity',
'Economic Policy & Debt: National accounts: Atlas GNI & GNI per capita',
'Teachers', 'Education Management Information Systems (SABER)',
'Early Child Development (SABER)',
'Engaging the Private Sector (SABER)',
'School Health and School Feeding (SABER)',
'School Autonomy and Accountability (SABER)',
'School Finance (SABER)', 'Student Assessment (SABER)',
'Teachers (SABER)', 'Tertiary Education (SABER)',
'Workforce Development (SABER)', 'Literacy', 'Background',
'Primary', 'Secondary', 'Tertiary', 'Early Childhood Education',
'Pre-Primary', 'Expenditures', 'Health: Risk factors',
'Health: Mortality',
'Social Protection & Labor: Labor force structure', 'Laber',
'Social Protection & Labor: Unemployment',
'Health: Population: Structure', 'Population',
'Health: Population: Dynamics', 'EMIS',
'Post-Secondary/Non-Tertiary'], dtype=object)
Je choisie d'implémenter la fonction eval_ind qui retournera pour un indicateur donné, le taux de valeurs manquantes de la table Data, le taux de valeur manquantes moyen total et le graphe de valeurs manquantes.
def eval_ind (st):
#st est une chaîne de caractère
tauxvn = Data_sub[Data_sub['INDICATEUR']== st].isna().mean()
tauxvn_moy = Data_sub[Data_sub['INDICATEUR']== st].isna().mean()[4:].mean()
mask = Data_sub[Data_sub['INDICATEUR']== st]
mask_s= mask.sample(100)
%matplotlib inline
M = msno.matrix(mask_s)
return tauxvn, tauxvn_moy, M
Les critères 1. et 2. concernent l'accès à internet et à un ordinateur. De tels indicateurs peuvent être trouvés dans le 'DOMAINE' 'Infrastructure: Communications'.
Series.loc[Series['DOMAINE']== 'Infrastructure: Communications',:]
| INDICATEUR | DOMAINE | INDICATOR NAME | SHORT DEFINITION | LONG DEFINITION | SOURCE | |
|---|---|---|---|---|---|---|
| 610 | IT.CMP.PCMP.P2 | Infrastructure: Communications | Personal computers (per 100 people) | NaN | Personal computers are self-contained computer... | International Telecommunication Union, World T... |
| 611 | IT.NET.USER.P2 | Infrastructure: Communications | Internet users (per 100 people) | NaN | Internet users are individuals who have used t... | International Telecommunication Union, World T... |
Series.loc[Series['DOMAINE']== 'Infrastructure: Communications','LONG DEFINITION'].values
array(['Personal computers are self-contained computers designed to be used by a single individual.',
'Internet users are individuals who have used the Internet (from any location) in the last 3 months. The Internet can be used via a computer, mobile phone, personal digital assistant, games machine, digital TV etc.'],
dtype=object)
Je retiens les deux indicateurs ci-dessus pour répondre aux critère 1. et 2.
eval_ind('IT.NET.USER.P2')
(PAYS 0.000000 CODE PAYS 0.000000 INDICATEUR_N 0.000000 INDICATEUR 0.000000 2005 0.080952 2006 0.085714 2007 0.052381 2008 0.057143 2009 0.061905 2010 0.061905 2011 0.052381 2012 0.061905 2013 0.061905 2014 0.061905 2015 0.061905 2016 0.066667 dtype: float64, 0.06388888888888888, <AxesSubplot:>)
Les données concernant l'accès à internet sont complètes, avec un taux de valeurs manquantes de 6,2% entre les années 2005 et 2015 inclus.
eval_ind('IT.CMP.PCMP.P2')
(PAYS 0.000000 CODE PAYS 0.000000 INDICATEUR_N 0.000000 INDICATEUR 0.000000 2005 0.185714 2006 0.528571 2007 0.771429 2008 0.871429 2009 0.985714 2010 1.000000 2011 1.000000 2012 1.000000 2013 1.000000 2014 1.000000 2015 1.000000 2016 1.000000 dtype: float64, 0.861904761904762, <AxesSubplot:>)
Après l'année 2007, le critère d'accès à un ordinateur personnel n'est plus fiable avec une moyenne de valeurs manquantes supérieur à 77%.
Conclusion:
Le critère d'accès à internet est disponible mais ne précise que le nombre de personnes (pour 100 personnes) qui ont eu accès à internet une fois dans les 3 mois précédents l'enregistrement. Ce qui ne donne pas d'indication sur un accès régulier.
Les données concernant l'accès à un ordinateur personnel ne sont pas suffisante après l'année 2005. Une piste éventuelle : évaluer l'évolution du critère pour les pays dont l'indicateur est renseigné jusqu'à 2008 et chercher une corrélation, et un modèle à appliquer par région et groupe de revenus.
Pour proposer des cours de soutien, il faut cibler les élèves inscrits à l'université et au lycée.
Avec l'hypothèse (H1) , j'exclue donc les non-inscrits qui auraient éventuellement pu profiter de cours en ligne pour une reprise d'étude ou pour une remise à niveau.
Series.loc[Series['DOMAINE']== 'Attainment',:]
#The Educational Attainment Dashboard illustrates the distribution of
#education attainment and human capital in over 100 countries from 1970 to 2010.
| INDICATEUR | DOMAINE | INDICATOR NAME | SHORT DEFINITION | LONG DEFINITION | SOURCE | |
|---|---|---|---|---|---|---|
| 0 | BAR.NOED.1519.FE.ZS | Attainment | Barro-Lee: Percentage of female population age... | Percentage of female population age 15-19 with... | Percentage of female population age 15-19 with... | Robert J. Barro and Jong-Wha Lee: http://www.b... |
| 1 | BAR.NOED.1519.ZS | Attainment | Barro-Lee: Percentage of population age 15-19 ... | Percentage of population age 15-19 with no edu... | Percentage of population age 15-19 with no edu... | Robert J. Barro and Jong-Wha Lee: http://www.b... |
| 2 | BAR.NOED.15UP.FE.ZS | Attainment | Barro-Lee: Percentage of female population age... | Percentage of female population age 15+ with n... | Percentage of female population age 15+ with n... | Robert J. Barro and Jong-Wha Lee: http://www.b... |
| 3 | BAR.NOED.15UP.ZS | Attainment | Barro-Lee: Percentage of population age 15+ wi... | Percentage of population age 15+ with no educa... | Percentage of population age 15+ with no educa... | Robert J. Barro and Jong-Wha Lee: http://www.b... |
| 4 | BAR.NOED.2024.FE.ZS | Attainment | Barro-Lee: Percentage of female population age... | Percentage of female population age 20-24 with... | Percentage of female population age 20-24 with... | Robert J. Barro and Jong-Wha Lee: http://www.b... |
| ... | ... | ... | ... | ... | ... | ... |
| 2909 | UIS.EA.S1.AG25T99.F | Attainment | UIS: Percentage of population age 25+ with som... | The percentage of female population (age 25 an... | The percentage of female population (age 25 an... | UNESCO Institute for Statistics |
| 2910 | UIS.EA.S1.AG25T99.M | Attainment | UIS: Percentage of population age 25+ with som... | The percentage of male population (age 25 and ... | The percentage of male population (age 25 and ... | UNESCO Institute for Statistics |
| 2911 | UIS.EA.UK.AG25T99 | Attainment | UIS: Percentage of population age 25+ with unk... | The percentage of the population (age 25 and o... | The percentage of the population (age 25 and o... | UNESCO Institute for Statistics |
| 2912 | UIS.EA.UK.AG25T99.F | Attainment | UIS: Percentage of population age 25+ with unk... | The percentage of the female population (age 2... | The percentage of the female population (age 2... | UNESCO Institute for Statistics |
| 2913 | UIS.EA.UK.AG25T99.M | Attainment | UIS: Percentage of population age 25+ with unk... | The percentage of the male population (age 25 ... | The percentage of the male population (age 25 ... | UNESCO Institute for Statistics |
733 rows × 6 columns
Series.loc[Series['DOMAINE']== 'Attainment','INDICATEUR'].unique()
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'PRJ.ATT.80UP.S1.MF', 'PRJ.ATT.ALL.1.FE', 'PRJ.ATT.ALL.1.MA',
'PRJ.ATT.ALL.1.MF', 'PRJ.ATT.ALL.2.FE', 'PRJ.ATT.ALL.2.MA',
'PRJ.ATT.ALL.2.MF', 'PRJ.ATT.ALL.3.FE', 'PRJ.ATT.ALL.3.MA',
'PRJ.ATT.ALL.3.MF', 'PRJ.ATT.ALL.4.FE', 'PRJ.ATT.ALL.4.MA',
'PRJ.ATT.ALL.4.MF', 'PRJ.ATT.ALL.NED.FE', 'PRJ.ATT.ALL.NED.MA',
'PRJ.ATT.ALL.NED.MF', 'PRJ.ATT.ALL.S1.FE', 'PRJ.ATT.ALL.S1.MA',
'PRJ.ATT.ALL.S1.MF', 'PRJ.MYS.0T19.FE', 'PRJ.MYS.0T19.MA',
'PRJ.MYS.0T19.MF', 'PRJ.MYS.1519.FE', 'PRJ.MYS.1519.MA',
'PRJ.MYS.1519.MF', 'PRJ.MYS.15UP.FE', 'PRJ.MYS.15UP.GPI',
'PRJ.MYS.15UP.MA', 'PRJ.MYS.15UP.MF', 'PRJ.MYS.2024.FE',
'PRJ.MYS.2024.MA', 'PRJ.MYS.2024.MF', 'PRJ.MYS.2039.FE',
'PRJ.MYS.2039.MA', 'PRJ.MYS.2039.MF', 'PRJ.MYS.2064.FE',
'PRJ.MYS.2064.MA', 'PRJ.MYS.2064.MF', 'PRJ.MYS.2529.FE',
'PRJ.MYS.2529.MA', 'PRJ.MYS.2529.MF', 'PRJ.MYS.25UP.FE',
'PRJ.MYS.25UP.GPI', 'PRJ.MYS.25UP.MA', 'PRJ.MYS.25UP.MF',
'PRJ.MYS.4064.FE', 'PRJ.MYS.4064.MA', 'PRJ.MYS.4064.MF',
'PRJ.MYS.60UP.FE', 'PRJ.MYS.60UP.MA', 'PRJ.MYS.60UP.MF',
'PRJ.MYS.65UP.FE', 'PRJ.MYS.65UP.MA', 'PRJ.MYS.65UP.MF',
'PRJ.MYS.80UP.FE', 'PRJ.MYS.80UP.MA', 'PRJ.MYS.80UP.MF',
'PRJ.POP.1519.1.FE', 'PRJ.POP.1519.1.MA', 'PRJ.POP.1519.1.MF',
'PRJ.POP.1519.2.FE', 'PRJ.POP.1519.2.MA', 'PRJ.POP.1519.2.MF',
'PRJ.POP.1519.3.FE', 'PRJ.POP.1519.3.MA', 'PRJ.POP.1519.3.MF',
'PRJ.POP.1519.4.FE', 'PRJ.POP.1519.4.MA', 'PRJ.POP.1519.4.MF',
'PRJ.POP.1519.NED.FE', 'PRJ.POP.1519.NED.MA',
'PRJ.POP.1519.NED.MF', 'PRJ.POP.1519.S1.FE', 'PRJ.POP.1519.S1.MA',
'PRJ.POP.1519.S1.MF', 'PRJ.POP.2024.1.FE', 'PRJ.POP.2024.1.MA',
'PRJ.POP.2024.1.MF', 'PRJ.POP.2024.2.FE', 'PRJ.POP.2024.2.MA',
'PRJ.POP.2024.2.MF', 'PRJ.POP.2024.3.FE', 'PRJ.POP.2024.3.MA',
'PRJ.POP.2024.3.MF', 'PRJ.POP.2024.4.FE', 'PRJ.POP.2024.4.MA',
'PRJ.POP.2024.4.MF', 'PRJ.POP.2024.NED.FE', 'PRJ.POP.2024.NED.MA',
'PRJ.POP.2024.NED.MF', 'PRJ.POP.2024.S1.FE', 'PRJ.POP.2024.S1.MA',
'PRJ.POP.2024.S1.MF', 'PRJ.POP.2529.1.FE', 'PRJ.POP.2529.1.MA',
'PRJ.POP.2529.1.MF', 'PRJ.POP.2529.2.FE', 'PRJ.POP.2529.2.MA',
'PRJ.POP.2529.2.MF', 'PRJ.POP.2529.3.FE', 'PRJ.POP.2529.3.MA',
'PRJ.POP.2529.3.MF', 'PRJ.POP.2529.4.FE', 'PRJ.POP.2529.4.MA',
'PRJ.POP.2529.4.MF', 'PRJ.POP.2529.NED.FE', 'PRJ.POP.2529.NED.MA',
'PRJ.POP.2529.NED.MF', 'PRJ.POP.2529.S1.FE', 'PRJ.POP.2529.S1.MA',
'PRJ.POP.2529.S1.MF', 'PRJ.POP.ALL.1.FE', 'PRJ.POP.ALL.1.MA',
'PRJ.POP.ALL.1.MF', 'PRJ.POP.ALL.2.FE', 'PRJ.POP.ALL.2.MA',
'PRJ.POP.ALL.2.MF', 'PRJ.POP.ALL.3.FE', 'PRJ.POP.ALL.3.MA',
'PRJ.POP.ALL.3.MF', 'PRJ.POP.ALL.4.FE', 'PRJ.POP.ALL.4.MA',
'PRJ.POP.ALL.4.MF', 'PRJ.POP.ALL.NED.FE', 'PRJ.POP.ALL.NED.MA',
'PRJ.POP.ALL.NED.MF', 'PRJ.POP.ALL.S1.FE', 'PRJ.POP.ALL.S1.MA',
'PRJ.POP.ALL.S1.MF', 'UIS.EA.1.AG25T99', 'UIS.EA.1.AG25T99.F',
'UIS.EA.1.AG25T99.M', 'UIS.EA.1T6.AG25T99', 'UIS.EA.1T6.AG25T99.F',
'UIS.EA.1T6.AG25T99.GPI', 'UIS.EA.1T6.AG25T99.M',
'UIS.EA.2.AG25T99', 'UIS.EA.2.AG25T99.F', 'UIS.EA.2.AG25T99.M',
'UIS.EA.2T6.AG25T99', 'UIS.EA.2T6.AG25T99.F',
'UIS.EA.2T6.AG25T99.GPI', 'UIS.EA.2T6.AG25T99.M',
'UIS.EA.3.AG25T99', 'UIS.EA.3.AG25T99.F', 'UIS.EA.3.AG25T99.M',
'UIS.EA.3T6.AG25T99', 'UIS.EA.3T6.AG25T99.F',
'UIS.EA.3T6.AG25T99.GPI', 'UIS.EA.3T6.AG25T99.M',
'UIS.EA.4.AG25T99', 'UIS.EA.4.AG25T99.F', 'UIS.EA.4.AG25T99.M',
'UIS.EA.4T6.AG25T99', 'UIS.EA.4T6.AG25T99.F',
'UIS.EA.4T6.AG25T99.GPI', 'UIS.EA.4T6.AG25T99.M',
'UIS.EA.5.AG25T99', 'UIS.EA.5.AG25T99.F', 'UIS.EA.5.AG25T99.M',
'UIS.EA.5T8.AG25T99', 'UIS.EA.5T8.AG25T99.F',
'UIS.EA.5T8.AG25T99.GPI', 'UIS.EA.5T8.AG25T99.M',
'UIS.EA.6.AG25T99', 'UIS.EA.6.AG25T99.F', 'UIS.EA.6.AG25T99.M',
'UIS.EA.6T8.AG25T99', 'UIS.EA.6T8.AG25T99.F',
'UIS.EA.6T8.AG25T99.GPI', 'UIS.EA.6T8.AG25T99.M',
'UIS.EA.7.AG25T99', 'UIS.EA.7.AG25T99.F', 'UIS.EA.7.AG25T99.M',
'UIS.EA.7T8.AG25T99', 'UIS.EA.7T8.AG25T99.F',
'UIS.EA.7T8.AG25T99.GPI', 'UIS.EA.7T8.AG25T99.M',
'UIS.EA.8.AG25T99', 'UIS.EA.8.AG25T99.F', 'UIS.EA.8.AG25T99.GPI',
'UIS.EA.8.AG25T99.M', 'UIS.EA.MEAN.1T6.AG25T99',
'UIS.EA.MEAN.1T6.AG25T99.F', 'UIS.EA.MEAN.1T6.AG25T99.M',
'UIS.EA.NS.AG25T99', 'UIS.EA.NS.AG25T99.F', 'UIS.EA.NS.AG25T99.M',
'UIS.EA.S1.AG25T99', 'UIS.EA.S1.AG25T99.F', 'UIS.EA.S1.AG25T99.M',
'UIS.EA.UK.AG25T99', 'UIS.EA.UK.AG25T99.F', 'UIS.EA.UK.AG25T99.M'],
dtype=object)
Series.loc[Series['INDICATEUR']== 'BAR.POP.1519','LONG DEFINITION'].unique()
array(['Population in thousands, age 15-19, total is the total population of 15-19 year olds in thousands estimated by Barro-Lee.'],
dtype=object)
Compréhension de la nomenclature des indicateurs 'Attainment'
Plusieurs indicateurs expriment une approximations des mêmes informations à partir d'imputation différentes. En fonction des indicateurs les mieux renseigné dans le dataframe Data, un choix d'indicateur sera nécessaire.
Je choisi d'explorer les 'DOMAINE', 'Secondary', 'Tertiary' et 'Tertiary Edudcation (SABER)', spécialisé dans les indicateurs relatifs au niveau collège-lycée et enseignement supérieur.
Series.loc[Series['DOMAINE']== 'Secondary',:]
| INDICATEUR | DOMAINE | INDICATOR NAME | SHORT DEFINITION | LONG DEFINITION | SOURCE | |
|---|---|---|---|---|---|---|
| 2218 | SE.ENR.PRSC.FM.ZS | Secondary | Gross enrolment ratio, primary and secondary, ... | NaN | Ratio of female gross enrolment ratio for prim... | UNESCO Institute for Statistics |
| 2219 | SE.ENR.SECO.FM.ZS | Secondary | Gross enrolment ratio, secondary, gender parit... | NaN | Ratio of female gross enrolment ratio for seco... | UNESCO Institute for Statistics |
| 2287 | SE.SEC.AGES | Secondary | Official entrance age to lower secondary educa... | NaN | Age at which students would enter lower second... | UNESCO Institute for Statistics |
| 2288 | SE.SEC.CMPT.LO.FE.ZS | Secondary | Lower secondary completion rate, female (%) | NaN | Total number of new female entrants in the las... | UNESCO Institute for Statistics |
| 2289 | SE.SEC.CMPT.LO.MA.ZS | Secondary | Lower secondary completion rate, male (%) | NaN | Total number of new male entrants in the last ... | UNESCO Institute for Statistics |
| ... | ... | ... | ... | ... | ... | ... |
| 3549 | UIS.THAGE.3.A.GPV | Secondary | Official entrance age to upper secondary educa... | NaN | Age at which students would enter upper second... | UNESCO Institute for Statistics |
| 3553 | UIS.TRANRA.23.GPV.GPI | Secondary | Effective transition rate from primary to lowe... | NaN | The ratio of the female transition rate to the... | UNESCO Institute for Statistics |
| 3578 | UIS.UAPP.23 | Secondary | Under-age enrolment ratio in secondary educati... | NaN | Percentage of the secondary school age populat... | UNESCO Institute for Statistics |
| 3579 | UIS.UAPP.23.F | Secondary | Under-age enrolment ratio in secondary educati... | NaN | Percentage of the female secondary school age ... | UNESCO Institute for Statistics |
| 3580 | UIS.UAPP.23.M | Secondary | Under-age enrolment ratio in secondary educati... | NaN | Percentage of the male secondary school age po... | UNESCO Institute for Statistics |
256 rows × 6 columns
Series.loc[Series['DOMAINE']== 'Secondary','INDICATEUR'].unique()
array(['SE.ENR.PRSC.FM.ZS', 'SE.ENR.SECO.FM.ZS', 'SE.SEC.AGES',
'SE.SEC.CMPT.LO.FE.ZS', 'SE.SEC.CMPT.LO.MA.ZS',
'SE.SEC.CMPT.LO.ZS', 'SE.SEC.DURS', 'SE.SEC.DURS.LO ',
'SE.SEC.DURS.UP', 'SE.SEC.ENRL', 'SE.SEC.ENRL.FE',
'SE.SEC.ENRL.FE.VO.ZS', 'SE.SEC.ENRL.FE.ZS', 'SE.SEC.ENRL.GC',
'SE.SEC.ENRL.GC.FE', 'SE.SEC.ENRL.GC.FE.ZS',
'SE.SEC.ENRL.MA.VO.ZS', 'SE.SEC.ENRL.VO', 'SE.SEC.ENRL.VO.FE',
'SE.SEC.ENRL.VO.FE.ZS', 'SE.SEC.ENRL.VO.ZS', 'SE.SEC.ENRR',
'SE.SEC.ENRR.FE', 'SE.SEC.ENRR.LO', 'SE.SEC.ENRR.LO.FE',
'SE.SEC.ENRR.LO.MA', 'SE.SEC.ENRR.MA', 'SE.SEC.ENRR.UP',
'SE.SEC.ENRR.UP.FE ', 'SE.SEC.ENRR.UP.MA', 'SE.SEC.NENR',
'SE.SEC.NENR.FE', 'SE.SEC.NENR.MA', 'SE.SEC.PRIV.ZS',
'SE.SEC.PROG.FE.ZS', 'SE.SEC.PROG.MA.ZS', 'SE.SEC.PROG.ZS',
'UIS.AFR.SCHBSP.2.PU.MIXTOIL', 'UIS.AFR.SCHBSP.2.PU.WELEC',
'UIS.AFR.SCHBSP.2.PU.WNIELEC', 'UIS.AFR.SCHBSP.2.PU.WNIPOWAT',
'UIS.AFR.SCHBSP.2.PU.WNITOIL', 'UIS.AFR.SCHBSP.2.PU.WOELEC',
'UIS.AFR.SCHBSP.2.PU.WOPOWAT', 'UIS.AFR.SCHBSP.2.PU.WOTOIL',
'UIS.AFR.SCHBSP.2.PU.WPOWAT', 'UIS.AFR.SCHBSP.2.PU.WSTOIL',
'UIS.AFR.SCHBSP.2.PU.WTOIL', 'UIS.AIR.2.GPV', 'UIS.AIR.2.GPV.F',
'UIS.AIR.2.GPV.GLAST.GPI', 'UIS.AIR.2.GPV.GPI', 'UIS.AIR.2.GPV.M',
'UIS.DR.2.GPV.F', 'UIS.DR.2.GPV.G1.F', 'UIS.DR.2.GPV.G1.M',
'UIS.DR.2.GPV.G1.T', 'UIS.DR.2.GPV.G2.F', 'UIS.DR.2.GPV.G2.M',
'UIS.DR.2.GPV.G2.T', 'UIS.DR.2.GPV.G3.F', 'UIS.DR.2.GPV.G3.M',
'UIS.DR.2.GPV.G3.T', 'UIS.DR.2.GPV.G4.F', 'UIS.DR.2.GPV.G4.M',
'UIS.DR.2.GPV.G4.T', 'UIS.DR.2.GPV.G5.F', 'UIS.DR.2.GPV.G5.M',
'UIS.DR.2.GPV.G5.T', 'UIS.DR.2.GPV.M', 'UIS.DR.2.GPV.T', 'UIS.E.2',
'UIS.E.2.F', 'UIS.E.2.GPV', 'UIS.E.2.GPV.F', 'UIS.E.2.GPV.G1.F',
'UIS.E.2.GPV.G1.T', 'UIS.E.2.GPV.G2.F', 'UIS.E.2.GPV.G2.T',
'UIS.E.2.GPV.G3.F', 'UIS.E.2.GPV.G3.T', 'UIS.E.2.GPV.G4.F',
'UIS.E.2.GPV.G4.T', 'UIS.E.2.GPV.G5.F', 'UIS.E.2.GPV.G5.T',
'UIS.E.2.GPV.G6.F', 'UIS.E.2.GPV.G6.T', 'UIS.E.2.GPV.GUK.F',
'UIS.E.2.GPV.GUK.T', 'UIS.E.2.PR', 'UIS.E.2.PR.F', 'UIS.E.2.PU',
'UIS.E.2.PU.F', 'UIS.E.2.V', 'UIS.E.2.V.F', 'UIS.E.23.PR',
'UIS.E.23.PR.F', 'UIS.E.23.PU', 'UIS.E.23.PU.F', 'UIS.E.3',
'UIS.E.3.F', 'UIS.E.3.GPV', 'UIS.E.3.GPV.F', 'UIS.E.3.PR',
'UIS.E.3.PR.F', 'UIS.E.3.PU', 'UIS.E.3.PU.F', 'UIS.E.3.V',
'UIS.E.3.V.F', 'UIS.FEP.2', 'UIS.FEP.2.GPV', 'UIS.FEP.2.V',
'UIS.FEP.3', 'UIS.FEP.3.GPV', 'UIS.FEP.3.V', 'UIS.FOFSTP.2',
'UIS.FOFSTP.3', 'UIS.GER.12', 'UIS.GER.12.F', 'UIS.GER.12.GPI',
'UIS.GER.12.M', 'UIS.GER.123', 'UIS.GER.123.F', 'UIS.GER.123.M',
'UIS.GER.2.GPI', 'UIS.GER.3.GPI', 'UIS.GGR.2', 'UIS.GGR.2.F',
'UIS.GGR.2.GPI', 'UIS.GGR.2.M', 'UIS.GTVP.2.GPV',
'UIS.GTVP.2.GPV.F', 'UIS.GTVP.2.GPV.M', 'UIS.GTVP.2.V',
'UIS.GTVP.2.V.F', 'UIS.GTVP.2.V.M', 'UIS.GTVP.23.GPV',
'UIS.GTVP.23.GPV.F', 'UIS.GTVP.23.GPV.M', 'UIS.GTVP.3.GPV',
'UIS.GTVP.3.GPV.F', 'UIS.GTVP.3.GPV.M', 'UIS.GTVP.3.V',
'UIS.GTVP.3.V.F', 'UIS.GTVP.3.V.M', 'UIS.NER.2', 'UIS.NER.2.F',
'UIS.NER.2.M', 'UIS.NER.23.GPI', 'UIS.NER.3', 'UIS.NER.3.F',
'UIS.NER.3.M', 'UIS.NERA.2', 'UIS.NERA.2.F', 'UIS.NERA.2.GPI',
'UIS.NERA.2.M', 'UIS.NERA.3', 'UIS.NERA.3.F', 'UIS.NERA.3.GPI',
'UIS.NERA.3.M', 'UIS.NERT.2', 'UIS.NERT.2.F', 'UIS.NERT.2.GPI',
'UIS.NERT.2.M', 'UIS.OFST.2', 'UIS.OFST.2.F', 'UIS.OFST.2.M',
'UIS.OFST.3.CP', 'UIS.OFST.3.F.CP', 'UIS.OFST.3.M.CP', 'UIS.PRP.2',
'UIS.PRP.3', 'UIS.R.2.GPV', 'UIS.R.2.GPV.F', 'UIS.R.2.GPV.G1',
'UIS.R.2.GPV.G1.F', 'UIS.R.2.GPV.G2', 'UIS.R.2.GPV.G2.F',
'UIS.R.2.GPV.G3', 'UIS.R.2.GPV.G3.F', 'UIS.R.2.GPV.G4',
'UIS.R.2.GPV.G4.F', 'UIS.R.2.GPV.G5', 'UIS.R.2.GPV.G5.F',
'UIS.R.2.GPV.G6', 'UIS.R.2.GPV.G6.F', 'UIS.REPP.2.GPV',
'UIS.REPP.2.GPV.F', 'UIS.REPP.2.GPV.G1', 'UIS.REPP.2.GPV.G1.F',
'UIS.REPP.2.GPV.G1.M', 'UIS.REPP.2.GPV.G2', 'UIS.REPP.2.GPV.G2.F',
'UIS.REPP.2.GPV.G2.M', 'UIS.REPP.2.GPV.G3', 'UIS.REPP.2.GPV.G3.F',
'UIS.REPP.2.GPV.G3.M', 'UIS.REPP.2.GPV.G4', 'UIS.REPP.2.GPV.G4.F',
'UIS.REPP.2.GPV.G4.M', 'UIS.REPP.2.GPV.G5', 'UIS.REPP.2.GPV.G5.F',
'UIS.REPP.2.GPV.G5.M', 'UIS.REPP.2.GPV.G6', 'UIS.REPP.2.GPV.G6.F',
'UIS.REPP.2.GPV.G6.M', 'UIS.REPP.2.GPV.GPI', 'UIS.REPP.2.GPV.M',
'UIS.REPR.2.GPV', 'UIS.REPR.2.GPV.F', 'UIS.REPR.2.GPV.G1',
'UIS.REPR.2.GPV.G1.F', 'UIS.REPR.2.GPV.G1.M', 'UIS.REPR.2.GPV.G2',
'UIS.REPR.2.GPV.G2.F', 'UIS.REPR.2.GPV.G2.M', 'UIS.REPR.2.GPV.G3',
'UIS.REPR.2.GPV.G3.F', 'UIS.REPR.2.GPV.G3.M', 'UIS.REPR.2.GPV.G4',
'UIS.REPR.2.GPV.G4.F', 'UIS.REPR.2.GPV.G4.M', 'UIS.REPR.2.GPV.G5',
'UIS.REPR.2.GPV.G5.F', 'UIS.REPR.2.GPV.G5.M', 'UIS.REPR.2.GPV.M',
'UIS.ROFST.2', 'UIS.ROFST.2.F', 'UIS.ROFST.2.M', 'UIS.ROFST.3.CP',
'UIS.ROFST.3.F.CP', 'UIS.ROFST.3.M.CP', 'UIS.SLE.12',
'UIS.SLE.12.F', 'UIS.SLE.12.M', 'UIS.SLE.123', 'UIS.SLE.123.F',
'UIS.SLE.123.GPI', 'UIS.SLE.123.M', 'UIS.SLE.23', 'UIS.SLE.23.F',
'UIS.SLE.23.GPI', 'UIS.SLE.23.M', 'UIS.SLEN.12.F',
'UIS.SLEN.12.GPI', 'UIS.SLEN.12.M', 'UIS.SLEN.12.T',
'UIS.SR.2.GPV.GLAST.CP.F', 'UIS.SR.2.GPV.GLAST.CP.M',
'UIS.SR.2.GPV.GLAST.CP.T', 'UIS.SR.2.GPV.GLAST.GPI',
'UIS.THAGE.3.A.GPV', 'UIS.TRANRA.23.GPV.GPI', 'UIS.UAPP.23',
'UIS.UAPP.23.F', 'UIS.UAPP.23.M'], dtype=object)
Series.loc[Series['DOMAINE']== 'Tertiary','INDICATEUR'].unique()
array(['SE.ENR.TERT.FM.ZS', 'SE.SCH.LIFE', 'SE.SCH.LIFE.FE',
'SE.SCH.LIFE.MA', 'SE.TER.CMPL.FE.ZS', 'SE.TER.CMPL.MA.ZS',
'SE.TER.CMPL.ZS', 'SE.TER.ENRL', 'SE.TER.ENRL.FE',
'SE.TER.ENRL.FE.ZS', 'SE.TER.ENRR', 'SE.TER.ENRR.FE',
'SE.TER.ENRR.MA', 'SE.TER.GRAD', 'SE.TER.GRAD.AG.FE.ZS',
'SE.TER.GRAD.AG.ZS', 'SE.TER.GRAD.ED.FE.ZS', 'SE.TER.GRAD.ED.ZS',
'SE.TER.GRAD.EN.FE.ZS', 'SE.TER.GRAD.EN.ZS', 'SE.TER.GRAD.FE',
'SE.TER.GRAD.FE.AG.ZS', 'SE.TER.GRAD.FE.ED.ZS',
'SE.TER.GRAD.FE.EN.ZS', 'SE.TER.GRAD.FE.HL.ZS',
'SE.TER.GRAD.FE.HU.ZS', 'SE.TER.GRAD.FE.OT.ZS',
'SE.TER.GRAD.FE.SC.ZS', 'SE.TER.GRAD.FE.SS.ZS',
'SE.TER.GRAD.FE.SV.ZS', 'SE.TER.GRAD.FE.ZS',
'SE.TER.GRAD.HL.FE.ZS', 'SE.TER.GRAD.HL.ZS',
'SE.TER.GRAD.HU.FE.ZS', 'SE.TER.GRAD.HU.ZS',
'SE.TER.GRAD.OT.FE.ZS', 'SE.TER.GRAD.OT.ZS',
'SE.TER.GRAD.SC.FE.ZS', 'SE.TER.GRAD.SC.ZS',
'SE.TER.GRAD.SS.FE.ZS', 'SE.TER.GRAD.SS.ZS',
'SE.TER.GRAD.SV.FE.ZS', 'SE.TER.GRAD.SV.ZS', 'SE.TER.PRIV.ZS',
'SE.TOT.ENRR', 'UIS.E.4', 'UIS.E.4.F', 'UIS.E.4.PU',
'UIS.E.4.PU.F', 'UIS.E.5.B', 'UIS.E.5.B.F', 'UIS.E.6', 'UIS.E.6.F',
'UIS.E.7', 'UIS.E.7.F', 'UIS.E.8', 'UIS.E.8.F', 'UIS.FEP.4',
'UIS.FEP.5.B', 'UIS.FEP.56.F140', 'UIS.FEP.56.F200',
'UIS.FEP.56.F300', 'UIS.FEP.56.F400', 'UIS.FEP.56.F500',
'UIS.FEP.56.F600', 'UIS.FEP.56.F700', 'UIS.FEP.56.F800',
'UIS.FEP.56.FOREIGN', 'UIS.FEP.56.FUK', 'UIS.FEP.6', 'UIS.FEP.7',
'UIS.FEP.8', 'UIS.FGP.5.B', 'UIS.FGP.56.F400500',
'UIS.FGP.56.FNON400500', 'UIS.FGP.6', 'UIS.FGP.7', 'UIS.FGP.8',
'UIS.FOSEP.56.F140', 'UIS.FOSEP.56.F140.F', 'UIS.FOSEP.56.F140.M',
'UIS.FOSEP.56.F200', 'UIS.FOSEP.56.F200.F', 'UIS.FOSEP.56.F200.M',
'UIS.FOSEP.56.F300', 'UIS.FOSEP.56.F300.F', 'UIS.FOSEP.56.F300.M',
'UIS.FOSEP.56.F400', 'UIS.FOSEP.56.F400.F', 'UIS.FOSEP.56.F400.M',
'UIS.FOSEP.56.F500', 'UIS.FOSEP.56.F500.F', 'UIS.FOSEP.56.F500.M',
'UIS.FOSEP.56.F600', 'UIS.FOSEP.56.F600.F', 'UIS.FOSEP.56.F600.M',
'UIS.FOSEP.56.F700', 'UIS.FOSEP.56.F700.F', 'UIS.FOSEP.56.F700.M',
'UIS.FOSEP.56.F800', 'UIS.FOSEP.56.F800.F', 'UIS.FOSEP.56.F800.M',
'UIS.FOSEP.56.FUK', 'UIS.FOSEP.56.FUK.F', 'UIS.FOSEP.56.FUK.M',
'UIS.FOSGP.56.F140.M', 'UIS.FOSGP.56.F200.M',
'UIS.FOSGP.56.F300.M', 'UIS.FOSGP.56.F400.M',
'UIS.FOSGP.56.F500.M', 'UIS.FOSGP.56.F600.M',
'UIS.FOSGP.56.F700.M', 'UIS.FOSGP.56.F800.M', 'UIS.FOSGP.56.FUK.M',
'UIS.G.5.B.F', 'UIS.G.5.B.T', 'UIS.G.6.F', 'UIS.G.6.T',
'UIS.G.7.F', 'UIS.G.7.T', 'UIS.G.8.F', 'UIS.G.8.T',
'UIS.GER.1T6.F', 'UIS.GER.1T6.GPI', 'UIS.GER.1T6.M',
'UIS.GGR.5.A.GPI', 'UIS.GOER.56', 'UIS.MENF.56', 'UIS.MENFR.56',
'UIS.MS.56.F', 'UIS.MS.56.T', 'UIS.MSEP.56', 'UIS.MSEP.56.F',
'UIS.MSEP.56.M', 'UIS.OE.56.40510 ', 'UIS.OMR.56',
'UIS.SLE.1T6.GPI', 'UIS.SLE.56', 'UIS.SLE.56.F', 'UIS.SLE.56.GPI',
'UIS.SLE.56.M', 'UIS.TE_100000.56', 'UIS.TE_100000.56.F',
'UIS.TE_100000.56.M', 'UIS.TEP.5.B', 'UIS.TEP.5.B.F',
'UIS.TEP.5.B.M', 'UIS.TEP.6', 'UIS.TEP.6.F', 'UIS.TEP.6.M',
'UIS.TEP.7', 'UIS.TEP.7.F', 'UIS.TEP.7.M', 'UIS.TEP.8',
'UIS.TEP.8.F', 'UIS.TEP.8.M', 'UIS.THAGE.4.A.GPV',
'UIS.THDUR.4.A.GPV'], dtype=object)
Series.loc[Series['DOMAINE']== 'Tertiary Education (SABER)',:]
| INDICATEUR | DOMAINE | INDICATOR NAME | SHORT DEFINITION | LONG DEFINITION | SOURCE | |
|---|---|---|---|---|---|---|
| 2180 | SABER.TER.GOAL1 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 1: Vis... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2181 | SABER.TER.GOAL1.LVL1 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 1 Leve... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2182 | SABER.TER.GOAL2 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 2: Reg... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2183 | SABER.TER.GOAL2.LVL1 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 2 Leve... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2184 | SABER.TER.GOAL3 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 3: Gov... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2185 | SABER.TER.GOAL3.LVL1 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 3 Leve... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2186 | SABER.TER.GOAL3.LVL2 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 3 Leve... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2187 | SABER.TER.GOAL4 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 4: Fin... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2188 | SABER.TER.GOAL4.LVL1 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 4 Leve... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2189 | SABER.TER.GOAL4.LVL2 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 4 Leve... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2190 | SABER.TER.GOAL4.LVL3 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 4 Leve... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2191 | SABER.TER.GOAL5 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 5: Qua... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2192 | SABER.TER.GOAL5.LVL1 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 5 Leve... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2193 | SABER.TER.GOAL6 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 6: The... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2194 | SABER.TER.GOAL6.LVL1 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 6 Leve... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2195 | SABER.TER.GOAL6.LVL2 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 6 Leve... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2196 | SABER.TER.GOAL6.LVL3 | Tertiary Education (SABER) | SABER: (Tertiary Education) Policy Goal 6 Leve... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
Data[Data['INDICATEUR']=='Tertiary Education (SABER)']
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | 1970 | 1971 | 1972 | 1973 | 1974 | 1975 | ... | 2055 | 2060 | 2065 | 2070 | 2075 | 2080 | 2085 | 2090 | 2095 | 2100 |
|---|
0 rows × 69 columns
Series.loc[Series['INDICATEUR']== 'UIS.CR.3.URB.Q1',:]
#The number of persons in the relevant age group who have completed the last grade of
#the given level of education is expressed as a percentage of the total
#population (in the survey sample) of the same age group, Q1, poorest quantile
| INDICATEUR | DOMAINE | INDICATOR NAME | SHORT DEFINITION | LONG DEFINITION | SOURCE |
|---|
Series.loc[Series['INDICATEUR']== 'UIS.CR.3.URB.Q4',:]
#The number of persons in the relevant age group who have completed the last grade of
#the given level of education is expressed as a percentage of the total
#population (in the survey sample) of the same age group, Q1, poorest quantile
| INDICATEUR | DOMAINE | INDICATOR NAME | SHORT DEFINITION | LONG DEFINITION | SOURCE |
|---|
Series.loc[Series['INDICATEUR']== 'PRJ.ATT.15UP.2.MF',:]
| INDICATEUR | DOMAINE | INDICATOR NAME | SHORT DEFINITION | LONG DEFINITION | SOURCE | |
|---|---|---|---|---|---|---|
| 1709 | PRJ.ATT.15UP.2.MF | Attainment | Projection: Percentage of the population age 1... | NaN | Share of the population of the stated age grou... | Wittgenstein Centre for Demography and Global ... |
Series.loc[Series['INDICATEUR']== 'SE.TER.ENRL',:]
| INDICATEUR | DOMAINE | INDICATOR NAME | SHORT DEFINITION | LONG DEFINITION | SOURCE | |
|---|---|---|---|---|---|---|
| 2332 | SE.TER.ENRL | Tertiary | Enrolment in tertiary education, all programme... | NaN | The total number of students enrolled at publi... | UNESCO Institute for Statistics |
Deux indicateurs correspondent exactement aux critères :
'UIS.E.3':'Total number of students enrolled in public and private upper secondary education institutions regardless of age.'
'SE.TER.ENRL': 'Enrolment in tertiary education, both sexes (number)'; The total number of students enrolled at public and private tertiary education institutions
eval_ind('UIS.E.3')
(PAYS 0.000000 CODE PAYS 0.000000 INDICATEUR_N 0.000000 INDICATEUR 0.000000 2005 0.257143 2006 0.290476 2007 0.266667 2008 0.280952 2009 0.280952 2010 0.295238 2011 0.271429 2012 0.285714 2013 0.338095 2014 0.447619 2015 0.966667 2016 1.000000 dtype: float64, 0.4150793650793651, <AxesSubplot:>)
L'indicateur 'UIS.E.3' a un taux de valeur manquante moyen de 37% entre 2005 et 2015. L'indicateur me semble exploitable. Il nous renseigne sur le nombre de lycéens inscrit à l'école publique ou privée sans tenir compte de l'âge. Cette démographie pourrait être visée pour des cours en lignes, type soutien scolaire.
eval_ind('SE.TER.ENRL')
(PAYS 0.000000 CODE PAYS 0.000000 INDICATEUR_N 0.000000 INDICATEUR 0.000000 2005 0.385714 2006 0.390476 2007 0.390476 2008 0.366667 2009 0.357143 2010 0.338095 2011 0.328571 2012 0.333333 2013 0.380952 2014 0.414286 2015 0.485714 2016 0.966667 dtype: float64, 0.4281746031746032, <AxesSubplot:>)
L'indicateur 'SE.TER.ENRL' a un taux de valeur manquante moyen de 39% entre 2005 et 2015. L'indicateur me semble exploitable également.
Series.loc[Series['DOMAINE']== 'Expenditures','INDICATEUR'].unique()
array(['SE.XPD.CUR.TOTL.ZS', 'SE.XPD.PRIM.PC.ZS', 'SE.XPD.PRIM.ZS',
'SE.XPD.SECO.PC.ZS', 'SE.XPD.SECO.ZS', 'SE.XPD.TERT.PC.ZS',
'SE.XPD.TERT.ZS', 'SE.XPD.TOTL.GB.ZS', 'SE.XPD.TOTL.GD.ZS',
'UIS.XGDP.0.FSGOV', 'UIS.XGDP.0.FSGOV.FDINSTADM.FFD',
'UIS.XGDP.1.FSGOV', 'UIS.XGDP.1.FSGOV.FDINSTADM.FFD',
'UIS.XGDP.23.FSGOV', 'UIS.XGDP.2T4.V.FSGOV', 'UIS.XGDP.4.FSGOV',
'UIS.XGDP.4.FSGOV.FDINSTADM.FFD', 'UIS.XGDP.56.FSGOV',
'UIS.XGDP.FSGOV.FDINSTADM.FFD', 'UIS.XGOVEXP.IMF.0',
'UIS.XGOVEXP.IMF.1', 'UIS.XGOVEXP.IMF.2', 'UIS.XGOVEXP.IMF.23',
'UIS.XGOVEXP.IMF.2T4.V', 'UIS.XGOVEXP.IMF.3', 'UIS.XGOVEXP.IMF.4',
'UIS.XGOVEXP.IMF.56', 'UIS.XPUBP.0', 'UIS.XPUBP.2',
'UIS.XPUBP.2T4.V', 'UIS.XPUBP.3', 'UIS.XPUBP.4', 'UIS.XPUBP.UK',
'UIS.XSPENDP.0.FDPUB.FNCAP', 'UIS.XSPENDP.0.FDPUB.FNCUR',
'UIS.XSPENDP.0.FDPUB.FNNONS', 'UIS.XSPENDP.0.FDPUB.FNS',
'UIS.XSPENDP.1.FDPUB.FNCAP', 'UIS.XSPENDP.1.FDPUB.FNCUR',
'UIS.XSPENDP.1.FDPUB.FNNONS', 'UIS.XSPENDP.1.FDPUB.FNS',
'UIS.XSPENDP.2.FDPUB.FNCAP', 'UIS.XSPENDP.2.FDPUB.FNCUR',
'UIS.XSPENDP.2.FDPUB.FNNONS', 'UIS.XSPENDP.2.FDPUB.FNS',
'UIS.XSPENDP.23.FDPUB.FNCAP', 'UIS.XSPENDP.23.FDPUB.FNCUR',
'UIS.XSPENDP.23.FDPUB.FNNONS', 'UIS.XSPENDP.23.FDPUB.FNS',
'UIS.XSPENDP.3.FDPUB.FNCAP', 'UIS.XSPENDP.3.FDPUB.FNCUR',
'UIS.XSPENDP.3.FDPUB.FNNONS', 'UIS.XSPENDP.3.FDPUB.FNS',
'UIS.XSPENDP.4.FDPUB.FNCAP', 'UIS.XSPENDP.4.FDPUB.FNCUR',
'UIS.XSPENDP.4.FDPUB.FNNONS', 'UIS.XSPENDP.4.FDPUB.FNS',
'UIS.XSPENDP.56.FDPUB.FNCAP', 'UIS.XSPENDP.56.FDPUB.FNCUR',
'UIS.XSPENDP.56.FDPUB.FNNONS', 'UIS.XSPENDP.56.FDPUB.FNS',
'UIS.XSPENDP.FDPUB.FNCAP', 'UIS.XSPENDP.FDPUB.FNNONS',
'UIS.XSPENDP.FDPUB.FNS', 'UIS.XUNIT.GDPCAP.2.FSGOV',
'UIS.XUNIT.GDPCAP.3.FSGOV', 'UIS.XUNIT.GDPCAP.4.FSGOV',
'UIS.XUNIT.PPP.1.FSGOV', 'UIS.XUNIT.PPP.2.FSGOV',
'UIS.XUNIT.PPP.23.FSGOV', 'UIS.XUNIT.PPP.3.FSGOV',
'UIS.XUNIT.PPP.4.FSGOV', 'UIS.XUNIT.PPP.56.FSGOV',
'UIS.XUNIT.PPPCONST.1.FSGOV', 'UIS.XUNIT.PPPCONST.2.FSGOV',
'UIS.XUNIT.PPPCONST.23.FSGOV', 'UIS.XUNIT.PPPCONST.3.FSGOV',
'UIS.XUNIT.PPPCONST.4.FSGOV', 'UIS.XUNIT.PPPCONST.56.FSGOV',
'UIS.XUNIT.US.1.FSGOV', 'UIS.XUNIT.US.2.FSGOV',
'UIS.XUNIT.US.23.FSGOV', 'UIS.XUNIT.US.3.FSGOV',
'UIS.XUNIT.US.4.FSGOV', 'UIS.XUNIT.US.56.FSGOV',
'UIS.XUNIT.USCONST.1.FSGOV', 'UIS.XUNIT.USCONST.2.FSGOV',
'UIS.XUNIT.USCONST.23.FSGOV', 'UIS.XUNIT.USCONST.3.FSGOV',
'UIS.XUNIT.USCONST.4.FSGOV', 'UIS.XUNIT.USCONST.56.FSGOV',
'XGDP.23.FSGOV.FDINSTADM.FFD', 'XGDP.56.FSGOV.FDINSTADM.FFD'],
dtype=object)
Series.loc[Series['DOMAINE']== 'School Finance (SABER)',:]
| INDICATEUR | DOMAINE | INDICATOR NAME | SHORT DEFINITION | LONG DEFINITION | SOURCE | |
|---|---|---|---|---|---|---|
| 2118 | SABER.SCH.FNNC.GOAL1 | School Finance (SABER) | SABER: (School Finance) Policy Goal 1: Ensurin... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2119 | SABER.SCH.FNNC.GOAL1.LVL1 | School Finance (SABER) | SABER: (School Finance) Policy Goal 1 Lever 1:... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2120 | SABER.SCH.FNNC.GOAL1.LVL2 | School Finance (SABER) | SABER: (School Finance) Policy Goal 1 Lever 2:... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2121 | SABER.SCH.FNNC.GOAL2 | School Finance (SABER) | SABER: (School Finance) Policy Goal 2: Monitor... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2122 | SABER.SCH.FNNC.GOAL2.LVL1 | School Finance (SABER) | SABER: (School Finance) Policy Goal 2 Lever 1:... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2123 | SABER.SCH.FNNC.GOAL2.LVL2 | School Finance (SABER) | SABER: (School Finance) Policy Goal 2 Lever 2:... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2124 | SABER.SCH.FNNC.GOAL3 | School Finance (SABER) | SABER: (School Finance) Policy Goal 3: Oversee... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2125 | SABER.SCH.FNNC.GOAL3.LVL1 | School Finance (SABER) | SABER: (School Finance) Policy Goal 3 Lever 1:... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2126 | SABER.SCH.FNNC.GOAL3.LVL2 | School Finance (SABER) | SABER: (School Finance) Policy Goal 3 Lever 2:... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2127 | SABER.SCH.FNNC.GOAL4 | School Finance (SABER) | SABER: (School Finance) Policy Goal 4: Budgeti... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2128 | SABER.SCH.FNNC.GOAL4.LVL1 | School Finance (SABER) | SABER: (School Finance) Policy Goal 4 Lever 1:... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2129 | SABER.SCH.FNNC.GOAL4.LVL2 | School Finance (SABER) | SABER: (School Finance) Policy Goal 4 Lever 2:... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2130 | SABER.SCH.FNNC.GOAL5 | School Finance (SABER) | SABER: (School Finance) Policy Goal 5: Providi... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2131 | SABER.SCH.FNNC.GOAL5.LVL1 | School Finance (SABER) | SABER: (School Finance) Policy Goal 5 Lever 1:... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2132 | SABER.SCH.FNNC.GOAL5.LVL2 | School Finance (SABER) | SABER: (School Finance) Policy Goal 5 Lever 2:... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2133 | SABER.SCH.FNNC.GOAL6 | School Finance (SABER) | SABER: (School Finance) Policy Goal 6: Managin... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2134 | SABER.SCH.FNNC.GOAL6.LVL1 | School Finance (SABER) | SABER: (School Finance) Policy Goal 6 Lever 1:... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
| 2135 | SABER.SCH.FNNC.GOAL6.LVL2 | School Finance (SABER) | SABER: (School Finance) Policy Goal 6 Lever 2:... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Data Interpretation: 1=Latent; 2=Emerging; 3=E... | Systems Approach for Better Education Results ... |
eval_ind('SABER.SCH.FNNC.GOAL2.LVL2')
#Indicateur concernant les finances de l'éducation. Score allant de 1 à 4 pour répondre à la question
#"est-ce que les frais de scolarité représente une grande part des des dépenses des foyers à revenu faible "
#Indicateur intéressant, seulement,
#Les données sont disponibles uniquement pour la Guinée, Haïti, la Jamaique, la Serbie et le Paraguay.
(PAYS 0.000000 CODE PAYS 0.000000 INDICATEUR_N 0.000000 INDICATEUR 0.000000 2005 1.000000 2006 1.000000 2007 1.000000 2008 1.000000 2009 1.000000 2010 1.000000 2011 1.000000 2012 0.985714 2013 0.995238 2014 1.000000 2015 1.000000 2016 1.000000 dtype: float64, 0.9984126984126984, <AxesSubplot:>)
Les indicateurs pertinents :
UIS.XGDP.56.FSGOV : Total general (local, regional and central) government expenditure in educational institutions (current and capital) for tertiary education, expressed as a percentage of GDP
UIS.XGDP.3.FSGOV :Government expenditure on upper secondary education as a percentage of GDP (%), Introuvable dans la base de donnée Series et Data.
UIS.XGDP.23.FSGOV : Government expenditure on secondary education as % of GDP (%)(UIS.XGDP.23.FSGOV)
eval_ind('UIS.XGDP.56.FSGOV')
(PAYS 0.000000 CODE PAYS 0.000000 INDICATEUR_N 0.000000 INDICATEUR 0.000000 2005 0.590476 2006 0.580952 2007 0.580952 2008 0.542857 2009 0.504762 2010 0.466667 2011 0.504762 2012 0.571429 2013 0.647619 2014 0.833333 2015 0.995238 2016 1.000000 dtype: float64, 0.6515873015873016, <AxesSubplot:>)
eval_ind('UIS.XGDP.23.FSGOV')
(PAYS 0.000000 CODE PAYS 0.000000 INDICATEUR_N 0.000000 INDICATEUR 0.000000 2005 0.623810 2006 0.633333 2007 0.600000 2008 0.547619 2009 0.533333 2010 0.490476 2011 0.495238 2012 0.595238 2013 0.647619 2014 0.819048 2015 0.995238 2016 1.000000 dtype: float64, 0.665079365079365, <AxesSubplot:>)
Indicateur à part, qualité de l'enseignement.
eval_ind('UIS.QUTP.2T3')
(PAYS 0.000000 CODE PAYS 0.000000 INDICATEUR_N 0.000000 INDICATEUR 0.000000 2005 1.000000 2006 1.000000 2007 1.000000 2008 1.000000 2009 1.000000 2010 1.000000 2011 1.000000 2012 0.995238 2013 0.833333 2014 0.785714 2015 0.976190 2016 1.000000 dtype: float64, 0.965873015873016, <AxesSubplot:>)
Pour répondre aux critères d'investissement public, je retiens les deux indicateurs suivants :
UIS.XGDP.56.FSGOV : Total des dépenses du gouvernement pour l’éducation pour le cycle tertiaire (%PIB)
UIS.XGDP.23.FSGOV : Total des dépenses du gouvernement pour l’éducation pour le cycle secondaire (%PIB)
H2 : je suppose qu'un gouvernement qui investit moins dans son éducation alors que les revenus des familles sont élevé, laisse une place pour academy
Country_sub.head()
| CODE PAYS | PAYS | REGION | REVENUS | |
|---|---|---|---|---|
| 0 | ABW | Aruba | Latin America & Caribbean | High income: nonOECD |
| 1 | AFG | Afghanistan | South Asia | Low income |
| 2 | AGO | Angola | Sub-Saharan Africa | Upper middle income |
| 3 | ALB | Albania | Europe & Central Asia | Upper middle income |
| 4 | AND | Andorra | Europe & Central Asia | High income: nonOECD |
Pour une pré-analyse je me base sur les catégories de revenus renseignées dans la table Country_sub. Pour répondre au critère de pouvoir d'achat.
Pour chaque critère identifié, un ou plusieurs indicateurs ont été choisi. Néanmoins, tous les indicateurs ne sont pas renseignés totalement et les taux moyen de valeurs manquantes varient entre 85% pour l'indicateur 'IT.CMP.PCMP.P2' qui mesure l'accès à un ordinateur personnel et 6,2% pour l'indicateur 'IT.NET.USER.P2' relatif à l'accès à internet.
NB : Les critères relatifs à la taille de la population et à son évolution ne sont pas renseignés dans la base de donnée fournie. Le nombre d'étudiants inscrits pourra donner une idée indirecte sur la taille de la population
Ci-dessous : la sélection des indicateurs issu des données fournies.
Dans cette partie je tente d'implémenter un système de notation compris entre 1 et 5.
Pour chaque indicateur, chaque pays reçoit une note allant de 1 à 5. En fonction de l'importance de chacun des critères, le score final sera une moyenne pondérée de chaque score.
Je crée deux indicateurs relatifs à l'investissement du gouvernement dans l'éducation et les niveaux de revenus : DIFF.INVGOV.REVENU.56 et DIFF.INVGOV.REVENU.23. Plus la différence entre le score revenu et le score investissement est importante plus mon score DIFF.INVGOV.REVENU.XX est élevé.
Pour mesurer le potentiel je choisie de créer une table Data_update dont la clé primaire serait le pays et l'un des indicateurs sélectionnés. La colonne MAJ répertorie les valeurs mise à jour pour chaque indicateur, la colonne ANNEE_MAJ donne l'année d'estimation de la donnée.
J'inclue dans le table Data_update les années 2005 à 2020 et uniquement les lignes qui correspondent aux indicateurs sélectionnés. L'année 2022 étant indisponible, l'année la plus récente, hors projection est donc l'année 2020.
CRIT = [] #Liste des indicateurs/critères sélectionnés
CRIT = ['IT.NET.USER.P2','UIS.E.3',
'SE.TER.ENRL',
'UIS.XGDP.56.FSGOV',
'UIS.XGDP.23.FSGOV',
'IT.CMP.PCMP.P2']
#Création de la table Data_update
Data1 = Data.iloc[:, 0:4]
Data2 = Data.iloc[:,-30:-16] #Je choisi d'inclure toutes les années de 2005 à 2020
#L'année 2022 est indisponible, passage direct à l'année 2025 en projection.
Data1 = Data1.reset_index()
Data2 = Data2.reset_index()
Data_update = pd.merge(Data1,Data2,on='index')
Data_update = Data_update.loc[Data_update['INDICATEUR'].isin(CRIT)]
Data_update = Data_update.drop(columns='index')
Data_update.head()
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2020 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1204 | Afghanistan | AFG | Enrolment in tertiary education, all programme... | SE.TER.ENRL | NaN | NaN | NaN | NaN | 95185.00 | NaN | 97504.0 | NaN | NaN | 262874.0 | NaN | NaN | NaN | NaN |
| 1214 | Afghanistan | AFG | Enrolment in upper secondary education, both s... | UIS.E.3 | 190104.000000 | 271144.000000 | 285290.0 | 361193.00 | 443002.00 | 567344.0 | 743405.0 | 881415.000000 | 969267.0 | 968769.0 | NaN | NaN | NaN | NaN |
| 1265 | Afghanistan | AFG | Government expenditure on secondary education ... | UIS.XGDP.23.FSGOV | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1266 | Afghanistan | AFG | Government expenditure on tertiary education a... | UIS.XGDP.56.FSGOV | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1375 | Afghanistan | AFG | Internet users (per 100 people) | IT.NET.USER.P2 | 1.224148 | 2.107124 | 1.9 | 1.84 | 3.55 | 4.0 | 5.0 | 5.454545 | 5.9 | 7.0 | 8.26 | 10.595726 | NaN | NaN |
#Suppression des lignes entièrement vide
Data_update['NB_NAN'] = Data_update.isna().sum(axis=1)
print('nombre max de valeur manquantes:',Data_update['NB_NAN'].max())
print('nombre de ligne avant suppression',Data_update.shape[0])
inter=14 #nombre de colonne de 2005 - 2020 inclues
Data_update = Data_update[Data_update['NB_NAN'] < 14]
print('nombre de ligne après suppression',Data_update.shape[0])
Data_update = Data_update.reset_index()
Data_update = Data_update.drop(columns='index')
Data_update.head()
nombre max de valeur manquantes: 14 nombre de ligne avant suppression 1260 nombre de ligne après suppression 1060
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2020 | NB_NAN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | Enrolment in tertiary education, all programme... | SE.TER.ENRL | NaN | NaN | NaN | NaN | 95185.00 | NaN | 97504.0 | NaN | NaN | 262874.0 | NaN | NaN | NaN | NaN | 11 |
| 1 | Afghanistan | AFG | Enrolment in upper secondary education, both s... | UIS.E.3 | 190104.000000 | 271144.000000 | 285290.0 | 361193.00 | 443002.00 | 567344.0 | 743405.0 | 881415.000000 | 969267.0 | 968769.0 | NaN | NaN | NaN | NaN | 4 |
| 2 | Afghanistan | AFG | Internet users (per 100 people) | IT.NET.USER.P2 | 1.224148 | 2.107124 | 1.9 | 1.84 | 3.55 | 4.0 | 5.0 | 5.454545 | 5.9 | 7.0 | 8.26 | 10.595726 | NaN | NaN | 2 |
| 3 | Afghanistan | AFG | Personal computers (per 100 people) | IT.CMP.PCMP.P2 | 0.341903 | 0.390148 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 12 |
| 4 | Albania | ALB | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 63257.000000 | 74747.000000 | 86863.0 | 90606.00 | 93139.00 | 122326.0 | 134877.0 | 160839.000000 | 173029.0 | 173819.0 | 160527.00 | NaN | NaN | NaN | 3 |
Data_update['MAJ']= np.isnan #initialisation de la colonne MAJ
Data_update['ANNÉE_MAJ']='' #initialisation de la colonne ANNEE_MAJ
col= Data_update.columns[4:-3].tolist()
for i,row in Data_update.iterrows():
#print('check0',i)
for j in reversed(col):
if not(np.isnan(row[j])):
a = row[j]
break
Data_update.iloc[i,-2]=a
Data_update.iloc[i,-1]=j
Data_update = Data_update[['PAYS', 'CODE PAYS', 'INDICATEUR_N','INDICATEUR','MAJ','ANNÉE_MAJ','NB_NAN']]
Data_update.head(10)
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | MAJ | ANNÉE_MAJ | NB_NAN | |
|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 262874.0 | 2014 | 11 |
| 1 | Afghanistan | AFG | Enrolment in upper secondary education, both s... | UIS.E.3 | 968769.0 | 2014 | 4 |
| 2 | Afghanistan | AFG | Internet users (per 100 people) | IT.NET.USER.P2 | 10.595726 | 2016 | 2 |
| 3 | Afghanistan | AFG | Personal computers (per 100 people) | IT.CMP.PCMP.P2 | 0.390148 | 2006 | 12 |
| 4 | Albania | ALB | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 160527.0 | 2015 | 3 |
| 5 | Albania | ALB | Enrolment in upper secondary education, both s... | UIS.E.3 | 151937.0 | 2014 | 4 |
| 6 | Albania | ALB | Government expenditure on secondary education ... | UIS.XGDP.23.FSGOV | 0.70164 | 2013 | 13 |
| 7 | Albania | ALB | Government expenditure on tertiary education a... | UIS.XGDP.56.FSGOV | 0.77585 | 2013 | 13 |
| 8 | Albania | ALB | Internet users (per 100 people) | IT.NET.USER.P2 | 66.363445 | 2016 | 2 |
| 9 | Albania | ALB | Personal computers (per 100 people) | IT.CMP.PCMP.P2 | 4.593538 | 2008 | 10 |
Data_update.loc[Data_update['INDICATEUR']=='SE.TER.ENRL','INDICATEUR_N']='Nombre d\'inscription à l\'université'
Data_update.loc[Data_update['INDICATEUR']=='UIS.E.3','INDICATEUR_N']='Nombre d\'inscription au lycée'
Data_update.loc[Data_update['INDICATEUR']=='IT.NET.USER.P2','INDICATEUR_N']='Nombre d\'utilisateurs d\'internet (%)'
Data_update.loc[Data_update['INDICATEUR']=='IT.CMP.PCMP.P2','INDICATEUR_N']='Nombre d\'utilisateurs ayant un PC (%)'
Data_update.loc[Data_update['INDICATEUR']=='UIS.XGDP.23.FSGOV','INDICATEUR_N']= 'Dépenses du gouvernement dédiées au cycle secondaire (%PIB)'
Data_update.loc[Data_update['INDICATEUR']=='UIS.XGDP.56.FSGOV','INDICATEUR_N']= 'Dépenses du gouvernement dédiées au cycle tertiaire (%PIB)'
#Data_update[Data_update['ANNÉE_MAJ']==2020]
#Data_update[Data_update['ANNÉE_MAJ']==2017]
#Data_update.sort_values('ANNÉE_MAJ', ascending =False)
Data_update.isna().mean()
PAYS 0.0 CODE PAYS 0.0 INDICATEUR_N 0.0 INDICATEUR 0.0 MAJ 0.0 ANNÉE_MAJ 0.0 NB_NAN 0.0 dtype: float64
df_tampon = Data_update[['INDICATEUR','MAJ','ANNÉE_MAJ','INDICATEUR_N']]
df_tampon = df_tampon.sort_values('INDICATEUR')
indic_ls = df_tampon['INDICATEUR'].unique().tolist()
df_count = df_tampon.groupby(['INDICATEUR','INDICATEUR_N','ANNÉE_MAJ'])['MAJ'].count()
df_count = df_count.reset_index()
df_count = df_count.rename(columns={'MAJ':'COMPTE'})
df_count['ANNÉE_MAJ'] = pd.to_numeric(df_count['ANNÉE_MAJ'])
#print(df_count.dtypes)
#plt.rc('font', family='courrier')
Annee_X = df_count['ANNÉE_MAJ'].unique().tolist()
Annee_X = Annee_X.sort()
an = np.arange(2005,2021)
bot = np.array([an,np.zeros(len(an))])
df_bot = pd.DataFrame(data = bot,columns = an)
df_bot.loc[0] = 0
x = an
y = np.zeros(len(an))
y_0 = np.zeros(len(an))
plt.style.use('seaborn')
fig, ax = plt.subplots(dpi=200, figsize=(8,10))
cmap = plt.cm.ocean
col = (np.arange(0,7))/6
for c,indic in enumerate(indic_ls):
#print(c)
#print('check indic', indic)
sub_count = df_count.loc[df_count['INDICATEUR']==indic,:]
#print(sub_count)OK
df_bot.loc[c+1] = 0
for j,row in sub_count.iterrows():
a = row['ANNÉE_MAJ']
df_bot.loc[c+1,a] = row['COMPTE']
#print(df_bot) OK
y_0 += y
#print('y et y_0',y, y_0)
y = df_bot.loc[c+1].values
desc = df_count.loc[df_count['INDICATEUR']==indic,'INDICATEUR_N'].values[0]
ax.bar(x, y, label = indic+': '+desc ,bottom = y_0 , color = cmap(col)[c])
ax.set_ylabel('')
ax.set_title('Nombre d\'enregistrement par indicateur entre les années 2005 et 2020',
fontsize = 8, pad = 8)
ax.legend(fontsize = 5, loc = 'upper left', frameon= True,
framealpha = 1.0, facecolor= 'white')
plt.xlim(right = 2020.3, left =2004.3)
plt.xticks(an)
plt.tick_params(labelsize =6,bottom = True)
plt.show()
#save plot
fig.savefig('P2_3_1_1.png', dpi=200, bbox_inches = 'tight')
Remarque : Les années 2017 et 2020 ne renferment aucune données relatives aux indicateurs sélectionnés. Les valeurs les plus récentes, datent de l'année 2016. L'indicateur IT.CMP.PCMP.P2, relatif à l'accès à un ordinateur personnel n'est pas renseigné au delà de l'année 2009. Entre temps de nombreux moyens et appareils ont permis d'accéder à un internet.
Il n'est pas précisé dans l'énoncé par quel moyen les cours de academy sont accessibles.
Je suppose que les contenus de formation de academy sont accessibles par PC, tablettes et smartphones.
Au vue des éléments précédents, je supprime de ma liste l'indicateur 'IT.CMP.PCMP.P2'. De plus, l'indicateur 'IT.NET.USER.P2' relatif à l'accès à internet, prend en compte tous types d'accès via PC, tablettes, smartphone, box tv et les derniers enregistrement datent de 2016.
mask = Data_update['INDICATEUR']=='IT.CMP.PCMP.P2'
Data_update=Data_update[~mask]
Data_update
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | MAJ | ANNÉE_MAJ | NB_NAN | |
|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | Nombre d'inscription à l'université | SE.TER.ENRL | 262874.0 | 2014 | 11 |
| 1 | Afghanistan | AFG | Nombre d'inscription au lycée | UIS.E.3 | 968769.0 | 2014 | 4 |
| 2 | Afghanistan | AFG | Nombre d'utilisateurs d'internet (%) | IT.NET.USER.P2 | 10.595726 | 2016 | 2 |
| 4 | Albania | ALB | Nombre d'inscription à l'université | SE.TER.ENRL | 160527.0 | 2015 | 3 |
| 5 | Albania | ALB | Nombre d'inscription au lycée | UIS.E.3 | 151937.0 | 2014 | 4 |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 1054 | Zimbabwe | ZWE | Nombre d'inscription à l'université | SE.TER.ENRL | 135575.0 | 2015 | 9 |
| 1055 | Zimbabwe | ZWE | Nombre d'inscription au lycée | UIS.E.3 | 490522.0 | 2013 | 12 |
| 1056 | Zimbabwe | ZWE | Dépenses du gouvernement dédiées au cycle seco... | UIS.XGDP.23.FSGOV | 0.50527 | 2010 | 13 |
| 1057 | Zimbabwe | ZWE | Dépenses du gouvernement dédiées au cycle tert... | UIS.XGDP.56.FSGOV | 0.45021 | 2010 | 12 |
| 1058 | Zimbabwe | ZWE | Nombre d'utilisateurs d'internet (%) | IT.NET.USER.P2 | 23.119989 | 2016 | 2 |
886 rows × 7 columns
Je choisie de créer un nouvel indicateur noté, 'ACC.IT.EL' calculé à partir de l'indicateur d'accès à internet et du nombres d'inscriptions total. 'ACC.IT.EL' indique la volumétrie du nombre d'élèves ayant accès à internet.
ACC.IT.EL = (Nombre d'élèves inscrits) x (Pourcentage de personnes ayant accès à internet)
##Création d'un nouvel indicateur ACC.IT.EL
#Fonction access_eleve renvoie le nombre d'élève ayant accès à internet
#et le nombre d'élève ayant accès à un PC pour l'un des indicateurs 'SE.TER.ENRL' ou 'UIS.E.3' donné.
def access_eleve(indic, codepays): #indicateur 'SE.TER.ENRL' ou 'UIS.E.3'
ind_lis = Data_update.loc[Data_update['CODE PAYS']==codepays,'INDICATEUR'].unique().tolist()
#print('check ', ind_lis)
#print(indic)
ind_it = 'IT.NET.USER.P2'
mask00 = Data_update['CODE PAYS']==codepays
mask01 = Data_update['INDICATEUR']==indic
nb_= Data_update.loc[(mask00 & mask01),'MAJ'].values.tolist()[0]
#print('Check 0',nb_)
cible_it = np.nan
mask2 = Data_update['CODE PAYS']== codepays
if(ind_it in ind_lis):
mask1 = Data_update['INDICATEUR']==ind_it
#print(mask1)
nb_it = Data_update.loc[(mask1 & mask2),'MAJ'].values.tolist()[0]
#print('Check 6, cas 3',nb_it/100)
cible_it = round(nb_*(nb_it/100),0)
#print('check 7 cas 3, ',cible_it)
else:
print('Attention, pas d','indicateur d','accesibilité',ind_it)
return cible_it
#TEST
a = access_eleve('UIS.E.3','AND')
print(a)
b = access_eleve('SE.TER.ENRL','AND')
print(b)
#OK
1261.0 491.0
Data_update[Data_update['CODE PAYS']=='AND']
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | MAJ | ANNÉE_MAJ | NB_NAN | |
|---|---|---|---|---|---|---|---|
| 16 | Andorra | AND | Nombre d'inscription à l'université | SE.TER.ENRL | 501.0 | 2015 | 7 |
| 17 | Andorra | AND | Nombre d'inscription au lycée | UIS.E.3 | 1288.0 | 2014 | 4 |
| 18 | Andorra | AND | Dépenses du gouvernement dédiées au cycle seco... | UIS.XGDP.23.FSGOV | 0.6284 | 2014 | 6 |
| 19 | Andorra | AND | Dépenses du gouvernement dédiées au cycle tert... | UIS.XGDP.56.FSGOV | 0.18618 | 2014 | 6 |
| 20 | Andorra | AND | Nombre d'utilisateurs d'internet (%) | IT.NET.USER.P2 | 97.930637 | 2016 | 2 |
##Introduction du nouvel indicateur dans Data_update
##Application de l'approche probabiliste.
CODEPAYS_lis = Data_update['CODE PAYS'].unique().tolist()
PAYS_lis = Data_update['PAYS'].unique().tolist()
ind_univ = 'SE.TER.ENRL'
ind_lycee= 'UIS.E.3'
ind_it = 'IT.NET.USER.P2'
nb_it = 0
nb_etudiant = 0
nb_lyceen =0
cible_eleve_it = np.nan
#start = Data_update.shape[0]
#print(start)
## Indicateur IT
df_conc = {'PAYS':[],'CODE PAYS':[], 'INDICATEUR_N':[],'INDICATEUR':[],
'MAJ':[],'ANNÉE_MAJ':[],'NB_NAN':[]}
df_conc = pd.DataFrame(data=df_conc)
#double_lis_pays = CODEPAYS_lis
df_conc['CODE PAYS']= CODEPAYS_lis
df_conc['INDICATEUR_N'] = 'Nb élèves accès internet'
df_conc['INDICATEUR'] = 'ACC.IT.EL'
df_conc.head()
#double_lis_pays.extend(double_lis_pays)
#df_conc['PAYS'] = double_lis_pays
for count, pays in enumerate(CODEPAYS_lis):
#print(count,pays)
ind_lis = Data_update.loc[Data_update['CODE PAYS']==pays,'INDICATEUR'].unique().tolist()
df_conc.iloc[count,0]=PAYS_lis[count]
#print(ind_lis)
if (ind_lycee in ind_lis) and (ind_univ in ind_lis): #cas 1
ly= access_eleve(ind_lycee,pays)
et = access_eleve(ind_univ,pays)
cible_eleve_it = ly+et
df_conc.iloc[count,4] = cible_eleve_it
elif (ind_lycee in ind_lis): # cas 2
ly = access_eleve(ind_lycee,pays)
df_conc.iloc[count,4] = ly
elif (ind_univ in ind_lis): # cas 3
et = access_eleve(ind_univ,pays)
df_conc.iloc[count,4] = et
else:
print('Absence des indicateurs',ind_lycee, ind_univ)
Data_update = pd.concat([Data_update, df_conc])
Data_update.tail()
Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Absence des indicateurs UIS.E.3 SE.TER.ENRL Absence des indicateurs UIS.E.3 SE.TER.ENRL Absence des indicateurs UIS.E.3 SE.TER.ENRL Absence des indicateurs UIS.E.3 SE.TER.ENRL Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Absence des indicateurs UIS.E.3 SE.TER.ENRL Absence des indicateurs UIS.E.3 SE.TER.ENRL Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | MAJ | ANNÉE_MAJ | NB_NAN | |
|---|---|---|---|---|---|---|---|
| 200 | Virgin Islands (U.S.) | VIR | Nb élèves accès internet | ACC.IT.EL | 1483.0 | NaN | NaN |
| 201 | West Bank and Gaza | PSE | Nb élèves accès internet | ACC.IT.EL | 222127.0 | NaN | NaN |
| 202 | Yemen, Rep. | YEM | Nb élèves accès internet | ACC.IT.EL | 238291.0 | NaN | NaN |
| 203 | Zambia | ZMB | Nb élèves accès internet | ACC.IT.EL | 14457.0 | NaN | NaN |
| 204 | Zimbabwe | ZWE | Nb élèves accès internet | ACC.IT.EL | 144754.0 | NaN | NaN |
Data_update= Data_update.sort_values('PAYS')
Data_update = Data_update.reset_index()
Data_update = Data_update.drop(columns= 'index')
Data_update = Data_update[~Data_update['MAJ'].isna()]
Data_update.head(8)
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | MAJ | ANNÉE_MAJ | NB_NAN | |
|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | Nombre d'inscription à l'université | SE.TER.ENRL | 262874.0 | 2014 | 11.0 |
| 1 | Afghanistan | AFG | Nombre d'utilisateurs d'internet (%) | IT.NET.USER.P2 | 10.595726 | 2016 | 2.0 |
| 2 | Afghanistan | AFG | Nb élèves accès internet | ACC.IT.EL | 130501.0 | NaN | NaN |
| 3 | Afghanistan | AFG | Nombre d'inscription au lycée | UIS.E.3 | 968769.0 | 2014 | 4.0 |
| 4 | Albania | ALB | Nombre d'inscription à l'université | SE.TER.ENRL | 160527.0 | 2015 | 3.0 |
| 5 | Albania | ALB | Nombre d'inscription au lycée | UIS.E.3 | 151937.0 | 2014 | 4.0 |
| 6 | Albania | ALB | Dépenses du gouvernement dédiées au cycle seco... | UIS.XGDP.23.FSGOV | 0.70164 | 2013 | 13.0 |
| 7 | Albania | ALB | Dépenses du gouvernement dédiées au cycle tert... | UIS.XGDP.56.FSGOV | 0.77585 | 2013 | 13.0 |
Je crée la fonction coeff, qui renvoie les coefficients $\alpha$ et $\beta$ de la fonction affine
$$y = \alpha x + \beta $$et qui a associe à une valeur $x$, son score sur 5. La fonction dépend de l'indicateur.
#Création d'une fonction coeff qui renvoie les coeffients alpha et beta des lois y = alpha.x +beta
#y étant le score et x la donnée
from numpy.linalg import inv
def coeff(indic):
max_ind = Data_update.loc[Data_update['INDICATEUR']==indic,'MAJ'].max()
min_ind = Data_update.loc[Data_update['INDICATEUR']== indic,'MAJ'].min()
print('min, max check 2',min_ind, max_ind)
Mat = np.array([[min_ind, 1],
[max_ind, 1]])
vec = np.array([[0],
[5]])
Mat_inv = inv(Mat)
coeff= np.dot(Mat_inv,vec)
alpha=coeff[0].item()
beta= coeff[1].item()
print('check final:','valeur max = ',max_ind, ',score calculé avec alpha et beta = ',round((max_ind*alpha) + beta,1))
return alpha, beta
a = coeff('ACC.IT.EL')
b = coeff('IT.NET.USER.P2')
a,b
min, max check 2 0.0 46324760.0 check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0 min, max check 2 0.0 98.2400163 check final: valeur max = 98.2400163 ,score calculé avec alpha et beta = 5.0
((1.0793364067077735e-07, 0.0), (0.05089575702767875, 0.0))
La table pond, donne pour chaque indicateur, la pondération à appliquer lors du calcul du score total. J'importe la table potentiel que j'ai crée. Au fur et à mesure des itérations, j'ajuste les pondérations.
#Importation de la feuille de calcul Mesure de potentiels, dernière version Itération 8
pond= pd.read_csv('potentiel.csv')
print(pond.dtypes)
pond
Indicateur object Critères object Pondération float64 dtype: object
| Indicateur | Critères | Pondération | |
|---|---|---|---|
| 0 | INCOME GROUPS | Revenus | 0.1 |
| 1 | UIS.E.3 | Inscription au lycée | 1.5 |
| 2 | SE.TER.ENRL | Inscription à l’université | 1.5 |
| 3 | DIFF.INV.REV | Écart entre les revenus et l’investissement du... | 0.1 |
pond.columns=pond.columns.str.upper()
pond = pond[['INDICATEUR','PONDÉRATION']]
pond
| INDICATEUR | PONDÉRATION | |
|---|---|---|
| 0 | INCOME GROUPS | 0.1 |
| 1 | UIS.E.3 | 1.5 |
| 2 | SE.TER.ENRL | 1.5 |
| 3 | DIFF.INV.REV | 0.1 |
#Ajout des INDICATEURS et de leurs pondérations dans la table pond
pond.loc[len(pond), :] = ['ACC.IT.EL',1.5]
pond
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3238081248.py:2: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy pond.loc[len(pond), :] = ['ACC.IT.EL',1.5]
| INDICATEUR | PONDÉRATION | |
|---|---|---|
| 0 | INCOME GROUPS | 0.1 |
| 1 | UIS.E.3 | 1.5 |
| 2 | SE.TER.ENRL | 1.5 |
| 3 | DIFF.INV.REV | 0.1 |
| 4 | ACC.IT.EL | 1.5 |
Dans cette partie, je calcule le score par pays en me basant sur les dernières données accessibles et stockées dans Data_update et la table pond.
où $P_k$ est la pondération de l'indicateur $k$, cf. table "pond".
PAYS_lis= Data_update['PAYS'].unique().tolist()
CODE_PAYS_lis = Data_update['CODE PAYS'].unique().tolist()
d = {'PAYS':PAYS_lis,'CODE PAYS':CODE_PAYS_lis}
Data_potentiel = pd.DataFrame(data=d)
Data_potentiel['REGION'] = ''
Data_potentiel['SCORE REVENUS'] = ''
#Data_potentiel
## Remplissage des colonnes Région et Revenus extraite de la table Country_s
for l,rowc in Data_potentiel.iterrows():
code = rowc['CODE PAYS']
#print('check 0',code)
reg = Country_sub.loc[Country_sub['CODE PAYS']==code,'REGION'].values
#print('check 1',reg, reg[0])
Data_potentiel.iloc[l,2]= reg[0]
rev = Country_sub.loc[Country_sub['CODE PAYS']==code,'REVENUS'].values
Data_potentiel.iloc[l,3]= rev[0]
#Création du dictionnaire income et affectation des valeurs dans le tableau de score.
dic_inc= {'Low income': 1, 'Lower middle income': 2,'Upper middle income':3,'High income: nonOECD':5,
'High income: OECD':5}
rev_lis = Data_potentiel['SCORE REVENUS'].tolist()
#Je remplace les revenus par leur notation
for count,i in enumerate(rev_lis):
Data_potentiel.iloc[count,-1] = dic_inc[i]
#Création de la colonne score
#Data_potentiel['IT.NET.USER.P2'] = np.nan
#Data_potentiel['IT.CMP.PCMP.P2'] = np.nan
Data_potentiel['SE.TER.ENRL'] = np.nan
Data_potentiel['UIS.E.3'] = np.nan
Data_potentiel['ACC.IT.EL'] = np.nan
Data_potentiel['DIFF.INV.REV'] = np.nan
Data_potentiel['SCORE TOTAL'] = np.nan
Data_potentiel.head()
| PAYS | CODE PAYS | REGION | SCORE REVENUS | SE.TER.ENRL | UIS.E.3 | ACC.IT.EL | DIFF.INV.REV | SCORE TOTAL | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | South Asia | 1 | NaN | NaN | NaN | NaN | NaN |
| 1 | Albania | ALB | Europe & Central Asia | 3 | NaN | NaN | NaN | NaN | NaN |
| 2 | Algeria | DZA | Middle East & North Africa | 3 | NaN | NaN | NaN | NaN | NaN |
| 3 | American Samoa | ASM | East Asia & Pacific | 3 | NaN | NaN | NaN | NaN | NaN |
| 4 | Andorra | AND | Europe & Central Asia | 5 | NaN | NaN | NaN | NaN | NaN |
##Création de la fontionc score_diff_func, qui calcule les scores des indicateurs
## DIFF.INVGOV.REVENU.56 et DIFF.INVGOV.REVENU.23
def score_diff_func(codepays,indic):
#print('check 1 ', codepays)
score_rev = Data_potentiel.loc[Data_potentiel['CODE PAYS']==codepays,'SCORE REVENUS'].values #score revenus [1 : 5]
mask1 = Data_update['CODE PAYS']==codepays
diff =0
#print('check2',diff)
#print('check3',indic)
mask2 = Data_update['INDICATEUR']== indic
inves = Data_update.loc[(mask1 & mask2),'MAJ'].values #Dernière valeur calculée de l'indicateur 'UIS.XGDP.23.FSGOV'
#print('check4',inves)
if inves.size ==0:
print('Pas dindicateur',indic,'pour',codepays)
else:
alpha,beta = coeff(indic)
score_inves = alpha*inves +beta
s = score_rev - score_inves
#print('s',s)
if s <0:
s=0
diff = s
print('check diff',diff)
return diff
#TEST FRANCE
diff = score_diff_func('FRA','UIS.XGDP.56.FSGOV')
diff[0]
#OK
min, max check 2 0.091839998960495 4.72333002090454 check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0 check diff [3.7643933413894737]
3.7643933413894737
#TEST AFGHANISTAN
diffmoyen = score_diff_func('AFG','UIS.XGDP.56.FSGOV')
#OK
Pas dindicateur UIS.XGDP.56.FSGOV pour AFG
##Pondération score revenu, score diff, et pondération totale
poid_rev = pond.loc[pond['INDICATEUR']=='INCOME GROUPS','PONDÉRATION'].values[0]
poid_diff = pond.loc[pond['INDICATEUR']=='DIFF.INV.REV','PONDÉRATION'].values[0]
print(poid_diff)
poid_total = pond.loc[:,'PONDÉRATION'].sum()
poid_total = round(poid_total,2)
print('poid_total',poid_total)
for i,row in Data_potentiel.iterrows():
df_tampon = Data_update[Data_update['CODE PAYS']== row['CODE PAYS']]
print('check 0',df_tampon)
print('check 1',row['CODE PAYS'])
ind_lis = df_tampon['INDICATEUR'].unique().tolist()
print("check 2, liste indic", ind_lis)
##Initialisation des scores
score = 0
score_inves =[]
score_lyceen =0
score_etudiant=0
score_diff=0
score_rev =0
S =0
##Stockage des indicateurs qui demandent un traitement particulier
inves_56 = 'UIS.XGDP.56.FSGOV'
inves_23 = 'UIS.XGDP.23.FSGOV'
nb_lyceen = 'UIS.E.3'
nb_etudiant= 'SE.TER.ENRL'
it ='IT.NET.USER.P2'
nb_it=0
##Autres variables
l = len(ind_lis)
y=0
for count,indic in enumerate(ind_lis):
print(indic)
if (indic ==inves_56) or (indic ==inves_23): #cas1
diff_cal= score_diff_func(row['CODE PAYS'],indic)
print('check 3 cas 1, score inves, entrée',score_inves)
score_inves.insert(-1,diff_cal)
print('check 3bis cas 1, score inves, sortie',score_inves)
elif (indic == it):
print('nope')
else: #Les autres cas
x = df_tampon.loc[df_tampon['INDICATEUR']==indic,'MAJ'].values.tolist()[0]
print('check3a',indic)
poid = pond.loc[pond['INDICATEUR']==indic,'PONDÉRATION'].values.tolist()[0]
print('check 3 autres cas, pondération', poid)
alpha, beta = coeff(indic)
print('check 4, coeff', alpha, beta)
y=(x*alpha + beta)
print('check 5, y', y)
mask = Data_potentiel['CODE PAYS']==row['CODE PAYS']
Data_potentiel.loc[mask,indic]= round(y,2)
print('check 6, score entree',score,count)
score += y*poid
print('check 7, score sortie',score,count)
score_inves = np.array(score_inves)
score_diff = score_inves.mean().item()
score_diff = score_diff*poid_diff
print('check fin score diff',score_diff)
Data_potentiel.iloc[i,-2]= round(score_diff,2)
score_rev = Data_potentiel.loc[mask,'SCORE REVENUS'].values[0]
print('check fin score revenu entrée',score_rev)
score_rev = score_rev*poid_rev
print('check fin score revenu sortie',score_rev)
if np.isnan(score_diff) :
S = (score_rev +score)/poid_total
print('check S, cas 1', S)
Data_potentiel.iloc[i,-1]= round(S,2)
else :
S = (score_rev + score + score_diff)/poid_total
print('check S, cas 2', S)
Data_potentiel.iloc[i,-1]= round(S,2)
0.1
poid_total 4.7
check 0 PAYS CODE PAYS INDICATEUR_N \
0 Afghanistan AFG Nombre d'inscription à l'université
1 Afghanistan AFG Nombre d'utilisateurs d'internet (%)
2 Afghanistan AFG Nb élèves accès internet
3 Afghanistan AFG Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
0 SE.TER.ENRL 262874.0 2014 11.0
1 IT.NET.USER.P2 10.595726 2016 2.0
2 ACC.IT.EL 130501.0 NaN NaN
3 UIS.E.3 968769.0 2014 4.0
check 1 AFG
check 2, liste indic ['SE.TER.ENRL', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.E.3']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03028556283484121
check 6, score entree 0 0
check 7, score sortie 0.04542834425226181 0
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.014085448041177116
check 6, score entree 0.04542834425226181 2
check 7, score sortie 0.06655651631402748 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.08767385531514327
check 6, score entree 0.06655651631402748 3
check 7, score sortie 0.19806729928674238 3
check fin score diff nan
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 1 0.06341857431632816
check 0 PAYS CODE PAYS INDICATEUR_N \
4 Albania ALB Nombre d'inscription à l'université
5 Albania ALB Nombre d'inscription au lycée
6 Albania ALB Dépenses du gouvernement dédiées au cycle seco...
7 Albania ALB Dépenses du gouvernement dédiées au cycle tert...
8 Albania ALB Nombre d'utilisateurs d'internet (%)
9 Albania ALB Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
4 SE.TER.ENRL 160527.0 2015 3.0
5 UIS.E.3 151937.0 2014 4.0
6 UIS.XGDP.23.FSGOV 0.70164 2013 13.0
7 UIS.XGDP.56.FSGOV 0.77585 2013 13.0
8 IT.NET.USER.P2 66.363445 2016 2.0
9 ACC.IT.EL 207362.0 NaN NaN
check 1 ALB
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.018485515250489554
check 6, score entree 0 0
check 7, score sortie 0.02772827287573433 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.013723393339319753
check 6, score entree 0.02772827287573433 1
check 7, score sortie 0.04831336288471396 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.3881378150024615]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.3881378150024615], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.261565936884304]
check 3 cas 1, score inves, entrée [array([2.3881378150024615], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.261565936884304], dtype=object), array([2.3881378150024615], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.022381335596773733
check 6, score entree 0.04831336288471396 5
check 7, score sortie 0.08188536627987456 5
check fin score diff 0.23248518759433826
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.13071713912217292
check 0 PAYS CODE PAYS INDICATEUR_N \
10 Algeria DZA Nombre d'utilisateurs d'internet (%)
11 Algeria DZA Nb élèves accès internet
12 Algeria DZA Nombre d'inscription à l'université
13 Algeria DZA Nombre d'inscription au lycée
14 Algeria DZA Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
10 IT.NET.USER.P2 42.945527 2016 2.0
11 ACC.IT.EL 1126056.0 NaN NaN
12 SE.TER.ENRL 1289474.0 2015 4.0
13 UIS.E.3 1332584.0 2011 7.0
14 UIS.XGDP.56.FSGOV 1.16981 2008 13.0
check 1 DZA
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.12153932367917286
check 6, score entree 0 1
check 7, score sortie 0.1823089855187593 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.1486469105059543
check 6, score entree 0.1823089855187593 2
check 7, score sortie 0.40527935127769077 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.12061121247516422
check 6, score entree 0.40527935127769077 3
check 7, score sortie 0.5861961699904371 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.8362599804615014]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.8362599804615014], dtype=object)]
check fin score diff 0.18362599804615015
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.22762173788012496
check 0 PAYS CODE PAYS INDICATEUR_N \
16 American Samoa ASM Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
16 SE.TER.ENRL 1607.0 2007 13.0
check 1 ASM
check 2, liste indic ['SE.TER.ENRL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0001629111477296735
check 6, score entree 0 0
check 7, score sortie 0.00024436672159451026 0
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06388178015353076
check 0 PAYS CODE PAYS INDICATEUR_N \
17 Andorra AND Nombre d'utilisateurs d'internet (%)
18 Andorra AND Dépenses du gouvernement dédiées au cycle seco...
19 Andorra AND Dépenses du gouvernement dédiées au cycle tert...
20 Andorra AND Nombre d'inscription au lycée
21 Andorra AND Nb élèves accès internet
22 Andorra AND Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
17 IT.NET.USER.P2 97.930637 2016 2.0
18 UIS.XGDP.23.FSGOV 0.6284 2014 6.0
19 UIS.XGDP.56.FSGOV 0.18618 2014 6.0
20 UIS.E.3 1288.0 2014 4.0
21 ACC.IT.EL 1752.0 NaN NaN
22 SE.TER.ENRL 501.0 2015 7.0
check 1 AND
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'ACC.IT.EL', 'SE.TER.ENRL']
IT.NET.USER.P2
nope
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [4.462019234339251]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.462019234339251], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.898153730085431]
check 3 cas 1, score inves, entrée [array([4.462019234339251], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.898153730085431], dtype=object), array([4.462019234339251], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 8.46485959749312e-05
check 6, score entree 0 3
check 7, score sortie 0.0001269728939623968 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0001890997384552019
check 6, score entree 0.0001269728939623968 4
check 7, score sortie 0.0004106225016451997 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 3.5395415677997e-05
check 6, score entree 0.0004106225016451997 5
check 7, score sortie 0.0004637156251621952 5
check fin score diff 0.46800864822123406
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.2060579497545524
check 0 PAYS CODE PAYS INDICATEUR_N \
23 Angola AGO Nb élèves accès internet
24 Angola AGO Nombre d'inscription à l'université
25 Angola AGO Nombre d'inscription au lycée
26 Angola AGO Dépenses du gouvernement dédiées au cycle tert...
27 Angola AGO Dépenses du gouvernement dédiées au cycle seco...
28 Angola AGO Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
23 ACC.IT.EL 68199.0 NaN NaN
24 SE.TER.ENRL 221037.0 2015 9.0
25 UIS.E.3 303568.0 2011 8.0
26 UIS.XGDP.56.FSGOV 0.19851 2006 12.0
27 UIS.XGDP.23.FSGOV 0.96789 2006 12.0
28 IT.NET.USER.P2 13.0 2016 2.0
check 1 AGO
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.007360966360106345
check 6, score entree 0 0
check 7, score sortie 0.011041449540159518 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.025461986268976843
check 6, score entree 0.011041449540159518 1
check 7, score sortie 0.04923442894362478 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.027451041741752683
check 6, score entree 0.04923442894362478 2
check 7, score sortie 0.0904109915562538 2
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.884842667689838]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.884842667689838], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.119555977818431]
check 3 cas 1, score inves, entrée [array([2.884842667689838], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.119555977818431], dtype=object), array([2.884842667689838], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.25021993227541345
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.13630445187907814
check 0 PAYS CODE PAYS \
29 Antigua and Barbuda ATG
30 Antigua and Barbuda ATG
31 Antigua and Barbuda ATG
32 Antigua and Barbuda ATG
33 Antigua and Barbuda ATG
34 Antigua and Barbuda ATG
INDICATEUR_N INDICATEUR \
29 Nombre d'inscription à l'université SE.TER.ENRL
30 Nombre d'inscription au lycée UIS.E.3
31 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
32 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
33 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
34 Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
29 1792.0 2012 10.0
30 2615.0 2014 8.0
31 0.93853 2011 12.0
32 0.18783 2009 13.0
33 73.0 2016 2.0
34 3217.0 NaN NaN
check 1 ATG
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00018424063274735897
check 6, score entree 0 0
check 7, score sortie 0.00027636094912103845 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00020478622897892443
check 6, score entree 0.00027636094912103845 1
check 7, score sortie 0.0005835402925894251 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [4.149173109564338]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.149173109564338], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.8963724398622235]
check 3 cas 1, score inves, entrée [array([4.149173109564338], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.8963724398622235], dtype=object), array([4.149173109564338], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
0.0
check 5, y 0.00034722252203789073
check 6, score entree 0.0005835402925894251 5
check 7, score sortie 0.0011043740756462614 5
check fin score diff 0.4522772774713281
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20284715990361157
check 0 PAYS CODE PAYS INDICATEUR_N \
35 Argentina ARG Nb élèves accès internet
36 Argentina ARG Nombre d'utilisateurs d'internet (%)
37 Argentina ARG Dépenses du gouvernement dédiées au cycle tert...
38 Argentina ARG Dépenses du gouvernement dédiées au cycle seco...
39 Argentina ARG Nombre d'inscription au lycée
40 Argentina ARG Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
35 ACC.IT.EL 3221428.0 NaN NaN
36 IT.NET.USER.P2 70.150764 2016 2.0
37 UIS.XGDP.56.FSGOV 1.08136 2013 5.0
38 UIS.XGDP.23.FSGOV 2.21926 2013 5.0
39 UIS.E.3 1722700.0 2013 5.0
40 SE.TER.ENRL 2869450.0 2014 4.0
check 1 ARG
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.34770045219878093
check 6, score entree 0 0
check 7, score sortie 0.5215506782981714 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.931747689359483]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.931747689359483], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.8572265019212093]
check 3 cas 1, score inves, entrée [array([1.931747689359483], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.8572265019212093], dtype=object), array([1.931747689359483], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.15592968484666825
check 6, score entree 0.5215506782981714 4
check 7, score sortie 0.7554452055681737 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.33080947494002266
check 6, score entree 0.7554452055681737 5
check 7, score sortie 1.2516594179782077 5
check fin score diff 0.13944870956403463
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.35981023990260474
check 0 PAYS CODE PAYS INDICATEUR_N \
41 Armenia ARM Nombre d'utilisateurs d'internet (%)
42 Armenia ARM Nb élèves accès internet
43 Armenia ARM Nombre d'inscription au lycée
44 Armenia ARM Nombre d'inscription à l'université
45 Armenia ARM Dépenses du gouvernement dédiées au cycle tert...
46 Armenia ARM Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
41 IT.NET.USER.P2 62.0 2016 2.0
42 ACC.IT.EL 130851.0 NaN NaN
43 UIS.E.3 103385.0 2014 4.0
44 SE.TER.ENRL 107665.0 2015 3.0
45 UIS.XGDP.56.FSGOV 0.30521 2014 7.0
46 UIS.XGDP.23.FSGOV 1.22022 2014 11.0
check 1 ARM
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.014123224815411888
check 6, score entree 0 1
check 7, score sortie 0.02118483722311783 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.009327822610148782
check 6, score entree 0.02118483722311783 2
check 7, score sortie 0.035176571138341 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.012390816672084741
check 6, score entree 0.035176571138341 3
check 7, score sortie 0.05376279614646812 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.7696529687588045]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.7696529687588045], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.8650161216119487]
check 3 cas 1, score inves, entrée [array([1.7696529687588045], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.8650161216119487], dtype=object), array([1.7696529687588045], dtype=object)]
check fin score diff 0.13173345451853766
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.08202047886489484
check 0 PAYS CODE PAYS INDICATEUR_N \
47 Aruba ABW Nb élèves accès internet
48 Aruba ABW Dépenses du gouvernement dédiées au cycle tert...
49 Aruba ABW Nombre d'inscription à l'université
50 Aruba ABW Nombre d'inscription au lycée
51 Aruba ABW Dépenses du gouvernement dédiées au cycle seco...
52 Aruba ABW Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
47 ACC.IT.EL 5619.0 NaN NaN
48 UIS.XGDP.56.FSGOV 0.5376 2005 13.0
49 SE.TER.ENRL 1166.0 2015 3.0
50 UIS.E.3 4841.0 2012 6.0
51 UIS.XGDP.23.FSGOV 1.25296 2005 13.0
52 IT.NET.USER.P2 93.542454 2016 2.0
check 1 ABW
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0006064791269290979
check 6, score entree 0 0
check 7, score sortie 0.0009097186903936469 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.518772598279781]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.518772598279781], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00011206626722805564
check 6, score entree 0.0009097186903936469 2
check 7, score sortie 0.0010778180912357303 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0004063132606796697
check 6, score entree 0.0010778180912357303 3
check 7, score sortie 0.0016872879822552348 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.8319893871628863]
check 3 cas 1, score inves, entrée [array([4.518772598279781], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.8319893871628863], dtype=object), array([4.518772598279781], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.41753809927213337
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1955798696285933
check 0 PAYS CODE PAYS INDICATEUR_N \
53 Australia AUS Nombre d'inscription à l'université
54 Australia AUS Nb élèves accès internet
55 Australia AUS Nombre d'utilisateurs d'internet (%)
56 Australia AUS Dépenses du gouvernement dédiées au cycle tert...
57 Australia AUS Dépenses du gouvernement dédiées au cycle seco...
58 Australia AUS Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
53 SE.TER.ENRL 1453521.0 2014 4.0
54 ACC.IT.EL 2256865.0 NaN NaN
55 IT.NET.USER.P2 88.238658 2016 2.0
56 UIS.XGDP.56.FSGOV 1.36765 2013 5.0
57 UIS.XGDP.23.FSGOV 1.74274 2013 5.0
58 UIS.E.3 1104162.0 2014 4.0
check 1 AUS
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.1675606295799881
check 6, score entree 0 0
check 7, score sortie 0.25134094436998217 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.24359165595245394
check 6, score entree 0.25134094436998217 1
check 7, score sortie 0.6167284282986631 1
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.62267863361665]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.62267863361665], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.3379198152620257]
check 3 cas 1, score inves, entrée [array([3.62267863361665], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.3379198152620257], dtype=object), array([3.62267863361665], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.09993142467860194
check 6, score entree 0.6167284282986631 5
check 7, score sortie 0.7666255653165661 5
check fin score diff 0.3480299224439338
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.34354372080010637
check 0 PAYS CODE PAYS INDICATEUR_N \
59 Austria AUT Nombre d'inscription au lycée
60 Austria AUT Nombre d'inscription à l'université
61 Austria AUT Nombre d'utilisateurs d'internet (%)
62 Austria AUT Dépenses du gouvernement dédiées au cycle tert...
63 Austria AUT Dépenses du gouvernement dédiées au cycle seco...
64 Austria AUT Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
59 UIS.E.3 363187.59375 2014 4.0
60 SE.TER.ENRL 425971.6875 2015 3.0
61 IT.NET.USER.P2 84.323331 2016 2.0
62 UIS.XGDP.56.FSGOV 1.79956 2013 5.0
63 UIS.XGDP.23.FSGOV 2.29305 2013 5.0
64 ACC.IT.EL 665446.0 NaN NaN
check 1 AUT
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.032848597788312346
check 6, score entree 0 0
check 7, score sortie 0.04927289668246852 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.04908983138592445
check 6, score entree 0.04927289668246852 1
check 7, score sortie 0.1229076437613552 1
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.1564032916222846]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.1564032916222846], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.782790173607626]
check 3 cas 1, score inves, entrée [array([3.1564032916222846], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.782790173607626], dtype=object), array([3.1564032916222846], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0718240094498061
check 6, score entree 0.1229076437613552 5
check 7, score sortie 0.23064365793606434 5
check fin score diff 0.2969596732614956
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.2186390066377787
check 0 PAYS CODE PAYS INDICATEUR_N \
65 Azerbaijan AZE Nb élèves accès internet
66 Azerbaijan AZE Nombre d'utilisateurs d'internet (%)
67 Azerbaijan AZE Nombre d'inscription à l'université
68 Azerbaijan AZE Nombre d'inscription au lycée
69 Azerbaijan AZE Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
65 ACC.IT.EL 451052.0 NaN NaN
66 IT.NET.USER.P2 78.2 2016 2.0
67 SE.TER.ENRL 204152.0 2015 4.0
68 UIS.E.3 372641.0 2014 5.0
69 UIS.XGDP.56.FSGOV 0.35624 2011 7.0
check 1 AZE
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.048683684491835466
check 6, score entree 0 0
check 7, score sortie 0.0730255267377532 0
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.023515238406687008
check 6, score entree 0.0730255267377532 2
check 7, score sortie 0.10829838434778372 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03370444545274351
check 6, score entree 0.10829838434778372 3
check 7, score sortie 0.15885505252689897 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.7145626957114812]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.7145626957114812], dtype=object)]
check fin score diff 0.27145626957114816
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.15538538768043555
check 0 PAYS CODE PAYS INDICATEUR_N \
70 Bahamas, The BHS Nombre d'utilisateurs d'internet (%)
71 Bahamas, The BHS Nombre d'inscription au lycée
72 Bahamas, The BHS Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
70 IT.NET.USER.P2 80.0 2016 2.0
71 UIS.E.3 16708.0 2010 8.0
72 ACC.IT.EL 13366.0 NaN NaN
check 1 BHS
check 2, liste indic ['IT.NET.USER.P2', 'UIS.E.3', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0014806714301283418
check 6, score entree 0 1
check 7, score sortie 0.0022210071451925126 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00144264104120561
check 6, score entree 0.0022210071451925126 2
check 7, score sortie 0.004384968707000928 2
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.1073159507887236
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
73 Bahrain BHR Nombre d'inscription à l'université SE.TER.ENRL
74 Bahrain BHR Nombre d'inscription au lycée UIS.E.3
75 Bahrain BHR Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
76 Bahrain BHR Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
73 38901.0 2015 7.0
74 44100.0 2014 5.0
75 97.999981 2016 2.0
76 81341.0 NaN NaN
check 1 BHR
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00446270473826785
check 6, score entree 0 0
check 7, score sortie 0.006694057107401775 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.003960558425791781
check 6, score entree 0.006694057107401775 1
check 7, score sortie 0.012634894746089446 1
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.008779430265801701
check 6, score entree 0.012634894746089446 3
check 7, score sortie 0.025804040144791998 3
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.11187320003080681
check 0 PAYS CODE PAYS INDICATEUR_N \
77 Bangladesh BGD Nb élèves accès internet
78 Bangladesh BGD Nombre d'inscription à l'université
79 Bangladesh BGD Dépenses du gouvernement dédiées au cycle seco...
80 Bangladesh BGD Nombre d'inscription au lycée
81 Bangladesh BGD Dépenses du gouvernement dédiées au cycle tert...
82 Bangladesh BGD Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
77 ACC.IT.EL 1432944.0 NaN NaN
78 SE.TER.ENRL 2068355.0 2014 6.0
79 UIS.XGDP.23.FSGOV 0.92656 2011 8.0
80 UIS.E.3 5784713.5 2013 5.0
81 UIS.XGDP.56.FSGOV 0.23172 2011 8.0
82 IT.NET.USER.P2 18.246938 2016 2.0
check 1 BGD
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.1546628627973464
check 6, score entree 0 0
check 7, score sortie 0.23199429419601958 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.2384476165603321
check 6, score entree 0.23199429419601958 1
check 7, score sortie 0.5896657190365178 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.16124798662109585]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.16124798662109585], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.5236769999335305
check 6, score entree 0.5896657190365178 3
check 7, score sortie 1.3751812189368136 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.8489902807927912]
check 3 cas 1, score inves, entrée [array([0.16124798662109585], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.8489902807927912], dtype=object), array([0.16124798662109585], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.050511913370694356
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.32461556006542724
check 0 PAYS CODE PAYS INDICATEUR_N \
83 Barbados BRB Nb élèves accès internet
84 Barbados BRB Nombre d'inscription à l'université
85 Barbados BRB Nombre d'utilisateurs d'internet (%)
86 Barbados BRB Dépenses du gouvernement dédiées au cycle tert...
87 Barbados BRB Dépenses du gouvernement dédiées au cycle seco...
88 Barbados BRB Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
83 ACC.IT.EL 16571.0 NaN NaN
84 SE.TER.ENRL 12421.0 2011 10.0
85 IT.NET.USER.P2 79.549398 2016 2.0
86 UIS.XGDP.56.FSGOV 2.63617 2014 6.0
87 UIS.XGDP.23.FSGOV 1.50855 2014 6.0
88 UIS.E.3 8410.0 2014 6.0
check 1 BRB
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0017885683595554515
check 6, score entree 0 0
check 7, score sortie 0.0026828525393331774 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.001409706017898597
check 6, score entree 0.0026828525393331774 1
check 7, score sortie 0.004797411566181073 1
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.253227471704187]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.253227471704187], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.574160842973416]
check 3 cas 1, score inves, entrée [array([2.253227471704187], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.574160842973416], dtype=object), array([2.253227471704187], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0007294264575080434
check 6, score entree 0.004797411566181073 5
check 7, score sortie 0.005891551252443138 5
check fin score diff 0.29136941573388014
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.16962999297581347
check 0
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
PAYS CODE PAYS INDICATEUR_N \
89 Belarus BLR Nombre d'utilisateurs d'internet (%)
90 Belarus BLR Dépenses du gouvernement dédiées au cycle tert...
91 Belarus BLR Nombre d'inscription au lycée
92 Belarus BLR Nombre d'inscription à l'université
93 Belarus BLR Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
89 IT.NET.USER.P2 71.113046 2016 3.0
90 UIS.XGDP.56.FSGOV 0.8426 2014 5.0
91 UIS.E.3 200900.0 2014 9.0
92 SE.TER.ENRL 477221.0 2015 3.0
93 ACC.IT.EL 482232.0 NaN NaN
check 1 BLR
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.1895049050455677]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.1895049050455677], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0181561732374166
check 6, score entree 0 2
check 7, score sortie 0.027234259856124904 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.05499859594341327
check 6, score entree 0.027234259856124904 3
check 7, score sortie 0.1097321537712448 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0520490554079503
check 6, score entree 0.1097321537712448 4
check 7, score sortie 0.18780573688317026 4
check fin score diff 0.21895049050455678
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.15037366540164404
check 0 PAYS CODE PAYS INDICATEUR_N \
94 Belgium BEL Nombre d'utilisateurs d'internet (%)
95 Belgium BEL Dépenses du gouvernement dédiées au cycle tert...
96 Belgium BEL Dépenses du gouvernement dédiées au cycle seco...
97 Belgium BEL Nombre d'inscription au lycée
98 Belgium BEL Nombre d'inscription à l'université
99 Belgium BEL Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
94 IT.NET.USER.P2 86.5165 2016 2.0
95 UIS.XGDP.56.FSGOV 1.43382 2012 6.0
96 UIS.XGDP.23.FSGOV 2.75525 2012 6.0
97 UIS.E.3 776413.0 2014 4.0
98 SE.TER.ENRL 504745.0 2015 3.0
99 ACC.IT.EL 1108413.0 NaN NaN
check 1 BEL
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.551243763980101]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.551243763980101], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.316542291155967]
check 3 cas 1, score inves, entrée [array([3.551243763980101], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.316542291155967], dtype=object), array([3.551243763980101], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.07025923999177015
check 6, score entree 0 3
check 7, score sortie 0.10538885998765524 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.058171962135990435
check 6, score entree 0.10538885998765524 4
check 7, score sortie 0.1926468031916409 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.11963505045681834
check 6, score entree 0.1926468031916409 5
check 7, score sortie 0.3720993788768684 5
check fin score diff 0.2933893027568034
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.24797631524120675
check 0 PAYS CODE PAYS INDICATEUR_N \
100 Belize BLZ Nb élèves accès internet
101 Belize BLZ Nombre d'inscription au lycée
102 Belize BLZ Nombre d'utilisateurs d'internet (%)
103 Belize BLZ Nombre d'inscription à l'université
104 Belize BLZ Dépenses du gouvernement dédiées au cycle seco...
105 Belize BLZ Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
100 ACC.IT.EL 7783.0 NaN NaN
101 UIS.E.3 8898.0 2014 4.0
102 IT.NET.USER.P2 44.57574 2016 2.0
103 SE.TER.ENRL 8562.0 2015 4.0
104 UIS.XGDP.23.FSGOV 2.37119 2013 7.0
105 UIS.XGDP.56.FSGOV 0.8436 2013 9.0
check 1 BLZ
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0008400475253406601
check 6, score entree 0 0
check 7, score sortie 0.0012600712880109903 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0007736066872789165
check 6, score entree 0.0012600712880109903 1
check 7, score sortie 0.002420481318929365 1
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0009647844898810386
check 6, score entree 0.002420481318929365 3
check 7, score sortie 0.003867658053750923 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.7039658013968761]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.7039658013968761], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.1884253527625463]
check 3 cas 1, score inves, entrée [array([0.7039658013968761], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.1884253527625463], dtype=object), array([0.7039658013968761], dtype=object)]
check fin score diff 0.14461955770797114
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.0954228118641962
check 0 PAYS CODE PAYS INDICATEUR_N \
106 Benin BEN Nombre d'utilisateurs d'internet (%)
107 Benin BEN Dépenses du gouvernement dédiées au cycle tert...
108 Benin BEN Nombre d'inscription au lycée
109 Benin BEN Nombre d'inscription à l'université
110 Benin BEN Dépenses du gouvernement dédiées au cycle seco...
111 Benin BEN Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
106 IT.NET.USER.P2 11.994048 2016 2.0
107 UIS.XGDP.56.FSGOV 0.89148 2014 5.0
108 UIS.E.3 231250.0 2014 10.0
109 SE.TER.ENRL 145464.0 2013 5.0
110 UIS.XGDP.23.FSGOV 1.15002 2014 5.0
111 ACC.IT.EL 45183.0 NaN NaN
check 1 BEN
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.13673566618938438]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.13673566618938438], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.020903857609437096
check 6, score entree 0 2
check 7, score sortie 0.031355786414155644 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.016748833991995518
check 6, score entree 0.031355786414155644 3
check 7, score sortie 0.05647903740214892 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.13673566618938438], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.13673566618938438], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004876765686427733
check 6, score entree 0.05647903740214892 5
check 7, score sortie 0.06379418593179052 5
check fin score diff 0.006836783309469219
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.036304461540693556
check 0 PAYS CODE PAYS INDICATEUR_N \
112 Bhutan BTN Nb élèves accès internet
113 Bhutan BTN Nombre d'utilisateurs d'internet (%)
114 Bhutan BTN Nombre d'inscription à l'université
115 Bhutan BTN Nombre d'inscription au lycée
116 Bhutan BTN Dépenses du gouvernement dédiées au cycle seco...
117 Bhutan BTN Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
112 ACC.IT.EL 12231.0 NaN NaN
113 IT.NET.USER.P2 41.772645 2016 2.0
114 SE.TER.ENRL 8543.0 2013 5.0
115 UIS.E.3 20735.0 2014 4.0
116 UIS.XGDP.23.FSGOV 3.28684 2014 7.0
117 UIS.XGDP.56.FSGOV 0.60972 2014 7.0
check 1 BTN
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0013201363590442778
check 6, score entree 0 0
check 7, score sortie 0.0019802045385664165 0
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0009625938941224655
check 6, score entree 0.0019802045385664165 2
check 7, score sortie 0.0034240953797501144 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0018452488589957728
check 6, score entree 0.0034240953797501144 3
check 7, score sortie 0.006191968668243774 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.440914273517006]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([1.440914273517006], dtype=object), 0]
check fin score diff 0.0720457136758503
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.05919950688172214
check 0 PAYS CODE PAYS INDICATEUR_N \
118 Bolivia BOL Nombre d'inscription à l'université
119 Bolivia BOL Dépenses du gouvernement dédiées au cycle seco...
120 Bolivia BOL Nombre d'inscription au lycée
121 Bolivia BOL Nb élèves accès internet
122 Bolivia BOL Nombre d'utilisateurs d'internet (%)
123 Bolivia BOL Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
118 SE.TER.ENRL 352554.0 2007 13.0
119 UIS.XGDP.23.FSGOV 2.64754 2014 6.0
120 UIS.E.3 665372.0 2013 6.0
121 ACC.IT.EL 404091.0 NaN NaN
122 IT.NET.USER.P2 39.697515 2016 2.0
123 UIS.XGDP.56.FSGOV 1.9104 2014 6.0
check 1 BOL
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.04062517481530626
check 6, score entree 0 0
check 7, score sortie 0.060937762222959393 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.06020633652048424
check 6, score entree 0.060937762222959393 2
check 7, score sortie 0.15124726700368574 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.04361501279229509
check 6, score entree 0.15124726700368574 3
check 7, score sortie 0.21666978619212837 3
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.03674408730205636]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([0.03674408730205636], dtype=object), 0]
check fin score diff 0.001837204365102818
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.08904404054409173
check 0 PAYS CODE PAYS INDICATEUR_N \
124 Bosnia and Herzegovina BIH Nombre d'inscription à l'université
125 Bosnia and Herzegovina BIH Nb élèves accès internet
126 Bosnia and Herzegovina BIH Nombre d'inscription au lycée
127 Bosnia and Herzegovina BIH Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
124 SE.TER.ENRL 108475.0 2015 3.0
125 ACC.IT.EL 183606.0 NaN NaN
126 UIS.E.3 156350.0 2014 4.0
127 IT.NET.USER.P2 69.331006 2016 2.0
check 1 BIH
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01248420522810812
check 6, score entree 0 0
check 7, score sortie 0.018726307842162178 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.019817264028998745
check 6, score entree 0.018726307842162178 1
check 7, score sortie 0.048452203885660294 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.014122916605669883
check 6, score entree 0.048452203885660294 2
check 7, score sortie 0.06963657879416513 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.07864608059450323
check 0 PAYS CODE PAYS INDICATEUR_N \
128 Botswana BWA Nombre d'inscription au lycée
129 Botswana BWA Dépenses du gouvernement dédiées au cycle tert...
130 Botswana BWA Nombre d'inscription à l'université
131 Botswana BWA Nb élèves accès internet
132 Botswana BWA Nombre d'utilisateurs d'internet (%)
133 Botswana BWA Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
128 UIS.E.3 63882.0 2013 9.0
129 UIS.XGDP.56.FSGOV 3.99857 2009 11.0
130 SE.TER.ENRL 51573.0 2016 2.0
131 ACC.IT.EL 45447.0 NaN NaN
132 IT.NET.USER.P2 39.362997 2016 2.0
133 UIS.XGDP.23.FSGOV 3.14953 2009 11.0
check 1 BWA
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.005751487330151234
check 6, score entree 0 0
check 7, score sortie 0.008627230995226852 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.005923716814722501
check 6, score entree 0.008627230995226852 2
check 7, score sortie 0.017512806217310606 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004905260167564819
check 6, score entree 0.017512806217310606 3
check 7, score sortie 0.024870696468657832 3
IT.NET.USER.P2
nope
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
check fin score diff 0.0
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.0691214247805655
check 0 PAYS CODE PAYS INDICATEUR_N \
134 Brazil BRA Nombre d'inscription à l'université
135 Brazil BRA Dépenses du gouvernement dédiées au cycle seco...
136 Brazil BRA Dépenses du gouvernement dédiées au cycle tert...
137 Brazil BRA Nombre d'inscription au lycée
138 Brazil BRA Nb élèves accès internet
139 Brazil BRA Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
134 SE.TER.ENRL 8285475.0 2015 4.0
135 UIS.XGDP.23.FSGOV 2.63888 2012 6.0
136 UIS.XGDP.56.FSGOV 0.96788 2012 6.0
137 UIS.E.3 9949583.0 2013 6.0
138 ACC.IT.EL 10883183.0 NaN NaN
139 IT.NET.USER.P2 59.682747 2016 2.0
check 1 BRA
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'ACC.IT.EL', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.9552474430098067
check 6, score entree 0 0
check 7, score sortie 1.43287116451471 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.43393142427769194]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.43393142427769194], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.0542568293425263]
check 3 cas 1, score inves, entrée [array([0.43393142427769194], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.0542568293425263], dtype=object), array([0.43393142427769194], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.9007362037771814
check 6, score entree 1.43287116451471 3
check 7, score sortie 2.783975470180482 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 1.1746615632763127
check 6, score entree 2.783975470180482 4
check 7, score sortie 4.545967815094951 4
IT.NET.USER.P2
nope
check fin score diff 0.12440941268101091
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 1.0575270697395662
check 0 PAYS CODE PAYS \
140 Brunei Darussalam BRN
141 Brunei Darussalam BRN
142 Brunei Darussalam BRN
143 Brunei Darussalam BRN
144 Brunei Darussalam BRN
145 Brunei Darussalam BRN
INDICATEUR_N INDICATEUR \
140 Nombre d'inscription au lycée UIS.E.3
141 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
142 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
143 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
144 Nb élèves accès internet ACC.IT.EL
145 Nombre d'inscription à l'université SE.TER.ENRL
MAJ ANNÉE_MAJ NB_NAN
140 34091.0 2014 4.0
141 1.45687 2014 12.0
142 1.20215 2014 12.0
143 75.0 2016 2.0
144 33718.0 NaN NaN
145 10866.0 2015 3.0
check 1 BRN
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0030544110492002445
check 6, score entree 0 0
check 7, score sortie 0.004581616573800367 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.6262935462474575]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.6262935462474575], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.8013468851281065]
check 3 cas 1, score inves, entrée [array([3.6262935462474575], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.8013468851281065], dtype=object), array([3.6262935462474575], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0036393064961372707
check 6, score entree 0.004581616573800367 4
check 7, score sortie 0.010040576318006273 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0012304230492364298
check 6, score entree 0.010040576318006273 5
check 7, score sortie 0.011886210891860918 5
check fin score diff 0.3713820215687782
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.18792941116183812
check 0 PAYS CODE PAYS INDICATEUR_N \
146 Bulgaria BGR Dépenses du gouvernement dédiées au cycle tert...
147 Bulgaria BGR Nombre d'utilisateurs d'internet (%)
148 Bulgaria BGR Nombre d'inscription à l'université
149 Bulgaria BGR Nombre d'inscription au lycée
150 Bulgaria BGR Dépenses du gouvernement dédiées au cycle seco...
151 Bulgaria BGR Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
146 UIS.XGDP.56.FSGOV 0.62736 2012 6.0
147 IT.NET.USER.P2 59.825548 2016 2.0
148 SE.TER.ENRL 278953.0 2015 3.0
149 UIS.E.3 286804.0 2014 4.0
150 UIS.XGDP.23.FSGOV 1.37968 2012 6.0
151 ACC.IT.EL 338467.0 NaN NaN
check 1 BGR
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.4218707318730655]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.4218707318730655], dtype=object)]
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0321393833191621
check 6, score entree 0 2
check 7, score sortie 0.04820907497874315 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02593334220921392
check 6, score entree 0.04820907497874315 3
check 7, score sortie 0.08710908829256403 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.7041594994431253]
check 3 cas 1, score inves, entrée [array([2.4218707318730655], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.7041594994431253], dtype=object), array([2.4218707318730655], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.036531975556916
check 6, score entree 0.08710908829256403 5
check 7, score sortie 0.14190705162793804 5
check fin score diff 0.20630151156580956
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.13791671557313778
check 0 PAYS CODE PAYS \
152 Burkina Faso BFA
153 Burkina Faso BFA
154 Burkina Faso BFA
155 Burkina Faso BFA
156 Burkina Faso BFA
157 Burkina Faso BFA
INDICATEUR_N INDICATEUR \
152 Nb élèves accès internet ACC.IT.EL
153 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
154 Nombre d'inscription à l'université SE.TER.ENRL
155 Nombre d'inscription au lycée UIS.E.3
156 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
157 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
152 33152.0 NaN NaN
153 0.76049 2014 6.0
154 94728.0 2016 4.0
155 142754.0 2014 4.0
156 0.55304 2014 6.0
157 13.96 2016 2.0
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
check 1 BFA
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.003578216055517611
check 6, score entree 0 0
check 7, score sortie 0.005367324083276417 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.32877241525770584]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.32877241525770584], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.010899251549523675
check 6, score entree 0.005367324083276417 2
check 7, score sortie 0.02171620140756193 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.012892026433610884
check 6, score entree 0.02171620140756193 3
check 7, score sortie 0.04105424105797825 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.5021040459196255]
check 3 cas 1, score inves, entrée [array([0.32877241525770584], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.5021040459196255], dtype=object), array([0.32877241525770584], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.04154382305886657
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.03885065193975421
check 0 PAYS CODE PAYS INDICATEUR_N \
158 Burundi BDI Nombre d'inscription au lycée
159 Burundi BDI Nb élèves accès internet
160 Burundi BDI Dépenses du gouvernement dédiées au cycle tert...
161 Burundi BDI Nombre d'utilisateurs d'internet (%)
162 Burundi BDI Nombre d'inscription à l'université
163 Burundi BDI Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
158 UIS.E.3 133288.0 2014 5.0
159 ACC.IT.EL 9546.0 NaN NaN
160 UIS.XGDP.56.FSGOV 1.31219 2013 7.0
161 IT.NET.USER.P2 5.173627 2016 2.0
162 SE.TER.ENRL 51225.0 2014 4.0
163 UIS.XGDP.23.FSGOV 1.45208 2013 7.0
check 1 BDI
check 2, liste indic ['UIS.E.3', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.012035038615965216
check 6, score entree 0 0
check 7, score sortie 0.018052557923947825 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0010303345338432406
check 6, score entree 0.018052557923947825 1
check 7, score sortie 0.019598059724712687 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.005883594323986531
check 6, score entree 0.019598059724712687 4
check 7, score sortie 0.028423451210692483 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
check fin score diff 0.0
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.027324138555466487
check 0 PAYS CODE PAYS INDICATEUR_N \
164 Cabo Verde CPV Nombre d'inscription à l'université
165 Cabo Verde CPV Nombre d'inscription au lycée
166 Cabo Verde CPV Dépenses du gouvernement dédiées au cycle seco...
167 Cabo Verde CPV Dépenses du gouvernement dédiées au cycle tert...
168 Cabo Verde CPV Nombre d'utilisateurs d'internet (%)
169 Cabo Verde CPV Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
164 SE.TER.ENRL 12538.0 2015 3.0
165 UIS.E.3 24133.0 2014 4.0
166 UIS.XGDP.23.FSGOV 2.02891 2013 8.0
167 UIS.XGDP.56.FSGOV 0.79684 2013 8.0
168 IT.NET.USER.P2 48.165277 2016 2.0
169 ACC.IT.EL 17663.0 NaN NaN
check 1 CPV
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0014231954759908632
check 6, score entree 0 0
check 7, score sortie 0.0021347932139862947 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0021528808687527956
check 6, score entree 0.0021347932139862947 1
check 7, score sortie 0.005364114517115488 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.04924364715953966]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.04924364715953966], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.2389058275277234]
check 3 cas 1, score inves, entrée [array([0.04924364715953966], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.2389058275277234], dtype=object), array([0.04924364715953966], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0019064318951679403
check 6, score entree 0.005364114517115488 5
check 7, score sortie 0.008223762359867399 5
check fin score diff 0.06440747373436316
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.058006645977495865
check 0 PAYS CODE PAYS INDICATEUR_N \
170 Cambodia KHM Nb élèves accès internet
171 Cambodia KHM Nombre d'utilisateurs d'internet (%)
172 Cambodia KHM Dépenses du gouvernement dédiées au cycle tert...
173 Cambodia KHM Dépenses du gouvernement dédiées au cycle seco...
174 Cambodia KHM Nombre d'inscription au lycée
175 Cambodia KHM Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
170 ACC.IT.EL 128649.0 NaN NaN
171 IT.NET.USER.P2 25.570687 2016 2.0
172 UIS.XGDP.56.FSGOV 0.12329 2013 11.0
173 UIS.XGDP.23.FSGOV 0.83956 2013 11.0
174 UIS.E.3 285750.0 2008 11.0
175 SE.TER.ENRL 217364.0 2015 6.0
check 1 KHM
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.013885554938654836
check 6, score entree 0 0
check 7, score sortie 0.020828332407982254 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.9660476399209179]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.9660476399209179], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.24900994684412114]
check 3 cas 1, score inves, entrée [array([0.9660476399209179], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.24900994684412114], dtype=object), array([0.9660476399209179], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02583792015556945
check 6, score entree 0.020828332407982254 4
check 7, score sortie 0.05958521264133643 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.025038509520490578
check 6, score entree 0.05958521264133643 5
check 7, score sortie 0.0971429769220723 5
check fin score diff 0.06075287933825196
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.05487145877879239
check 0 PAYS CODE PAYS INDICATEUR_N \
176 Cameroon CMR Nombre d'inscription à l'université
177 Cameroon CMR Nombre d'inscription au lycée
178 Cameroon CMR Dépenses du gouvernement dédiées au cycle seco...
179 Cameroon CMR Dépenses du gouvernement dédiées au cycle tert...
180 Cameroon CMR Nombre d'utilisateurs d'internet (%)
181 Cameroon CMR Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
176 SE.TER.ENRL 389974.0 2015 3.0
177 UIS.E.3 599790.0 2014 5.0
178 UIS.XGDP.23.FSGOV 1.55841 2012 6.0
179 UIS.XGDP.56.FSGOV 0.30911 2013 5.0
180 IT.NET.USER.P2 25.0 2016 2.0
181 ACC.IT.EL 247442.0 NaN NaN
check 1 CMR
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.04493949551455918
check 6, score entree 0 0
check 7, score sortie 0.06740924327183878 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.054268984412219064
check 6, score entree 0.06740924327183878 1
check 7, score sortie 0.14881271989016737 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.5238641674938855]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.5238641674938855], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.765442669812007]
check 3 cas 1, score inves, entrée [array([0.5238641674938855], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.765442669812007], dtype=object), array([0.5238641674938855], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.02670731591485849
check 6, score entree 0.14881271989016737 5
check 7, score sortie 0.1888736937624551 5
check fin score diff 0.11446534186529463
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.10709341183569143
check 0 PAYS CODE PAYS INDICATEUR_N \
182 Canada CAN Nombre d'inscription au lycée
183 Canada CAN Dépenses du gouvernement dédiées au cycle seco...
184 Canada CAN Dépenses du gouvernement dédiées au cycle tert...
185 Canada CAN Nombre d'utilisateurs d'internet (%)
186 Canada CAN Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
182 UIS.E.3 1531393.0 2013 5.0
183 UIS.XGDP.23.FSGOV 1.39215 2011 13.0
184 UIS.XGDP.56.FSGOV 1.73045 2012 8.0
185 IT.NET.USER.P2 89.84 2016 2.0
186 ACC.IT.EL 1375803.0 NaN NaN
check 1 CAN
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.13861003891065096
check 6, score entree 0 0
check 7, score sortie 0.20791505836597646 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.691580279933513]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.691580279933513], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.2310120205189965]
check 3 cas 1, score inves, entrée [array([3.691580279933513], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.2310120205189965], dtype=object), array([3.691580279933513], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.1484954266357775
check 6, score entree 0.20791505836597646 4
check 7, score sortie 0.4306581983196427 4
check fin score diff 0.34612961502262546
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.2716569815621847
check 0 PAYS CODE PAYS INDICATEUR_N \
187 Cayman Islands CYM Nb élèves accès internet
188 Cayman Islands CYM Nombre d'inscription à l'université
189 Cayman Islands CYM Nombre d'inscription au lycée
190 Cayman Islands CYM Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
187 ACC.IT.EL 1905.0 NaN NaN
188 SE.TER.ENRL 912.0 2008 11.0
189 UIS.E.3 1500.0 2013 7.0
190 IT.NET.USER.P2 79.0 2016 2.0
check 1 CYM
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00020561358547783085
check 6, score entree 0 0
check 7, score sortie 0.0003084203782167463 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 8.278146077134151e-05
check 6, score entree 0.0003084203782167463 1
check 7, score sortie 0.0004325925693737585 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0001038416466130974
check 6, score entree 0.0004325925693737585 2
check 7, score sortie 0.0005883550392934046 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10650816064665818
check 0 PAYS CODE PAYS \
191 Central African Republic CAF
192 Central African Republic CAF
193 Central African Republic CAF
194 Central African Republic CAF
195 Central African Republic CAF
196 Central African Republic CAF
INDICATEUR_N INDICATEUR \
191 Nombre d'inscription à l'université SE.TER.ENRL
192 Nombre d'inscription au lycée UIS.E.3
193 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
194 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
195 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
196 Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
191 12522.0 2012 8.0
192 26721.0 2012 11.0
193 0.28903 2010 9.0
194 0.33531 2011 8.0
195 4.0 2016 2.0
196 1570.0 NaN NaN
check 1 CAF
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0014213507637731173
check 6, score entree 0 0
check 7, score sortie 0.0021320261456596757 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0023871809397507868
check 6, score entree 0.0021320261456596757 1
check 7, score sortie 0.005712797555285856 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.8043614859499169]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.8043614859499169], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.7371580074791604]
check 3 cas 1, score inves, entrée [array([0.8043614859499169], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.7371580074791604], dtype=object), array([0.8043614859499169], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00016945581585312044
check 6, score entree 0.005712797555285856 5
check 7, score sortie 0.005966981279065537 5
check fin score diff 0.07707597467145387
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.03894530977670625
check 0 PAYS CODE PAYS INDICATEUR_N \
197 Chad TCD Dépenses du gouvernement dédiées au cycle seco...
198 Chad TCD Nombre d'inscription à l'université
199 Chad TCD Nombre d'inscription au lycée
200 Chad TCD Dépenses du gouvernement dédiées au cycle tert...
201 Chad TCD Nombre d'utilisateurs d'internet (%)
202 Chad TCD Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
197 UIS.XGDP.23.FSGOV 0.70448 2013 9.0
198 SE.TER.ENRL 42463.0 2014 8.0
199 UIS.E.3 148229.0 2013 5.0
200 UIS.XGDP.56.FSGOV 0.9037 2013 9.0
201 IT.NET.USER.P2 5.0 2016 2.0
202 ACC.IT.EL 9534.0 NaN NaN
check 1 TCD
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.3852729598699913]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.3852729598699913], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.004873383795743503
check 6, score entree 0 1
check 7, score sortie 0.007310075693615254 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.013387696019667298
check 6, score entree 0.007310075693615254 2
check 7, score sortie 0.0273916197231162 2
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.1235434047357078]
check 3 cas 1, score inves, entrée [array([0.3852729598699913], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.1235434047357078], dtype=object), array([0.3852729598699913], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0010290393301551912
check 6, score entree 0.0273916197231162 5
check 7, score sortie 0.028935178718348987 5
check fin score diff 0.025440818230284958
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.03284595679758169
check 0 PAYS CODE PAYS INDICATEUR_N \
203 Chile CHL Nombre d'utilisateurs d'internet (%)
204 Chile CHL Dépenses du gouvernement dédiées au cycle tert...
205 Chile CHL Nombre d'inscription à l'université
206 Chile CHL Nombre d'inscription au lycée
207 Chile CHL Nb élèves accès internet
208 Chile CHL Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
203 IT.NET.USER.P2 66.01 2016 2.0
204 UIS.XGDP.56.FSGOV 1.16737 2013 5.0
205 SE.TER.ENRL 1221774.0 2015 3.0
206 UIS.E.3 1032041.0 2014 4.0
207 ACC.IT.EL 1487743.0 NaN NaN
208 UIS.XGDP.23.FSGOV 1.35136 2013 5.0
check 1 CHL
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.8388942244480466]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.8388942244480466], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.14084147193461752
check 6, score entree 0 2
check 7, score sortie 0.2112622079019263 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.09340207559805862
check 6, score entree 0.2112622079019263 3
check 7, score sortie 0.3513653212990142 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.1605775183724643
check 6, score entree 0.3513653212990142 4
check 7, score sortie 0.5922315988577107 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.7327276012921606]
check 3 cas 1, score inves, entrée [array([3.8388942244480466], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.7327276012921606], dtype=object), array([3.8388942244480466], dtype=object)]
check fin score diff 0.3785810912870104
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.31293887024355765
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
209 China CHN Nb élèves accès internet ACC.IT.EL
210 China CHN Nombre d'inscription au lycée UIS.E.3
211 China CHN Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
212 China CHN Nombre d'inscription à l'université SE.TER.ENRL
MAJ ANNÉE_MAJ NB_NAN
209 46324760.0 NaN NaN
210 43709224.0 2014 5.0
211 53.2 2016 2.0
212 43367392.0 2015 3.0
check 1 CHN
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2', 'SE.TER.ENRL']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 5.0
check 6, score entree 0 0
check 7, score sortie 7.5 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 3.9571064832079004
check 6, score entree 7.5 1
check 7, score sortie 13.43565972481185 1
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 5.0
check 6, score entree 13.43565972481185 3
check 7, score sortie 20.93565972481185 3
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 4.5182254733642235
check 0 PAYS CODE PAYS INDICATEUR_N \
213 Colombia COL Dépenses du gouvernement dédiées au cycle seco...
214 Colombia COL Nombre d'inscription au lycée
215 Colombia COL Nombre d'utilisateurs d'internet (%)
216 Colombia COL Nombre d'inscription à l'université
217 Colombia COL Dépenses du gouvernement dédiées au cycle tert...
218 Colombia COL Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
213 UIS.XGDP.23.FSGOV 1.75136 2014 4.0
214 UIS.E.3 1334617.0 2014 4.0
215 IT.NET.USER.P2 58.136494 2016 2.0
216 SE.TER.ENRL 2293550.0 2015 3.0
217 UIS.XGDP.56.FSGOV 0.96943 2014 5.0
218 ACC.IT.EL 2109290.0 NaN NaN
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
check 1 COL
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.E.3', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.3292242971967214]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.3292242971967214], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.12079526658812362
check 6, score entree 0 1
check 7, score sortie 0.18119289988218543 1
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.2644113645525358
check 6, score entree 0.18119289988218543 3
check 7, score sortie 0.5778099467109891 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.0525834814781887]
check 3 cas 1, score inves, entrée [array([1.3292242971967214], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.0525834814781887], dtype=object), array([1.3292242971967214], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.22766334893046397
check 6, score entree 0.5778099467109891 5
check 7, score sortie 0.919304970106685 5
check fin score diff 0.1690903889337455
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.2954032678809426
check 0 PAYS CODE PAYS INDICATEUR_N \
219 Comoros COM Dépenses du gouvernement dédiées au cycle tert...
220 Comoros COM Dépenses du gouvernement dédiées au cycle seco...
221 Comoros COM Nombre d'inscription au lycée
222 Comoros COM Nombre d'inscription à l'université
223 Comoros COM Nb élèves accès internet
224 Comoros COM Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
219 UIS.XGDP.56.FSGOV 0.41603 2012 11.0
220 UIS.XGDP.23.FSGOV 1.41134 2012 11.0
221 UIS.E.3 23533.0 2013 13.0
222 SE.TER.ENRL 6499.0 2014 7.0
223 ACC.IT.EL 2384.0 NaN NaN
224 IT.NET.USER.P2 7.938323 2016 2.0
check 1 COM
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL', 'IT.NET.USER.P2']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.6500154494310896]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.6500154494310896], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.6500154494310896], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.6500154494310896], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.002098560914116476
check 6, score entree 0 2
check 7, score sortie 0.0031478413711747135 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0007269319083054432
check 6, score entree 0.0031478413711747135 3
check 7, score sortie 0.004238239233632878 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0002573137993591332
check 6, score entree 0.004238239233632878 4
check 7, score sortie 0.004624209932671578 4
IT.NET.USER.P2
nope
check fin score diff 0.03250077247155448
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.02917552817111193
check 0 PAYS CODE PAYS \
225 Congo, Dem. Rep. COD
226 Congo, Dem. Rep. COD
227 Congo, Dem. Rep. COD
228 Congo, Dem. Rep. COD
229 Congo, Dem. Rep. COD
230 Congo, Dem. Rep. COD
INDICATEUR_N INDICATEUR \
225 Nombre d'inscription au lycée UIS.E.3
226 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
227 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
228 Nb élèves accès internet ACC.IT.EL
229 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
230 Nombre d'inscription à l'université SE.TER.ENRL
MAJ ANNÉE_MAJ NB_NAN
225 2372143.0 2014 6.0
226 0.32235 2013 12.0
227 0.4928 2013 12.0
228 174818.0 NaN NaN
229 6.209974 2016 2.0
230 442979.0 2013 7.0
check 1 COD
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'IT.NET.USER.P2', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.21472587534479362
check 6, score entree 0 0
check 7, score sortie 0.32208881301719045 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.7707496589390168]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.7707496589390168], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.5671371454224617]
check 3 cas 1, score inves, entrée [array([0.7707496589390168], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.5671371454224617], dtype=object), array([0.7707496589390168], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.018868743194783957
check 6, score entree 0.32208881301719045 3
check 7, score sortie 0.3503919278093664 3
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0510506812084101
check 6, score entree 0.3503919278093664 5
check 7, score sortie 0.42696794962198154 5
check fin score diff 0.06689434021807393
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.1263536786893735
check 0 PAYS CODE PAYS INDICATEUR_N \
231 Congo, Rep. COG Nombre d'inscription au lycée
232 Congo, Rep. COG Nb élèves accès internet
233 Congo, Rep. COG Dépenses du gouvernement dédiées au cycle seco...
234 Congo, Rep. COG Dépenses du gouvernement dédiées au cycle tert...
235 Congo, Rep. COG Nombre d'utilisateurs d'internet (%)
236 Congo, Rep. COG Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
231 UIS.E.3 95266.0 2012 13.0
232 ACC.IT.EL 10745.0 NaN NaN
233 UIS.XGDP.23.FSGOV 3.31765 2010 12.0
234 UIS.XGDP.56.FSGOV 0.70545 2013 11.0
235 IT.NET.USER.P2 8.121949 2016 2.0
236 SE.TER.ENRL 37037.0 2013 10.0
check 1 COG
check 2, liste indic ['UIS.E.3', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.008592783090661651
check 6, score entree 0 0
check 7, score sortie 0.012889174635992477 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0011597469690075026
check 6, score entree 0.012889174635992477 1
check 7, score sortie 0.01462879508950373 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.3375673956858714]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([1.3375673956858714], dtype=object), 0]
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.004247795764900467
check 6, score entree 0.01462879508950373 5
check 7, score sortie 0.02100048873685443 5
check fin score diff 0.06687836978429357
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.06125082096194639
check 0 PAYS CODE PAYS INDICATEUR_N \
237 Costa Rica CRI Nombre d'inscription à l'université
238 Costa Rica CRI Nombre d'inscription au lycée
239 Costa Rica CRI Dépenses du gouvernement dédiées au cycle seco...
240 Costa Rica CRI Dépenses du gouvernement dédiées au cycle tert...
241 Costa Rica CRI Nombre d'utilisateurs d'internet (%)
242 Costa Rica CRI Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
237 SE.TER.ENRL 217841.0 2015 9.0
238 UIS.E.3 161460.0 2014 4.0
239 UIS.XGDP.23.FSGOV 2.34498 2014 5.0
240 UIS.XGDP.56.FSGOV 1.52019 2014 5.0
241 IT.NET.USER.P2 66.028713 2016 2.0
242 ACC.IT.EL 250448.0 NaN NaN
check 1 CRI
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.025093505003482126
check 6, score entree 0 0
check 7, score sortie 0.03764025750522319 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves)
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.014585541552655871
check 6, score entree 0.03764025750522319 1
check 7, score sortie 0.059518569834207 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.7304054193604728]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.7304054193604728], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.4580016422295756]
check 3 cas 1, score inves, entrée [array([0.7304054193604728], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.4580016422295756], dtype=object), array([0.7304054193604728], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.027031764438714845
check 6, score entree 0.059518569834207 5
check 7, score sortie 0.10006621649227927 5
check fin score diff 0.10942035307950243
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.10840139778123015
check 0 PAYS CODE PAYS \
243 Cote d'Ivoire CIV
244 Cote d'Ivoire CIV
245 Cote d'Ivoire CIV
246 Cote d'Ivoire CIV
247 Cote d'Ivoire CIV
248 Cote d'Ivoire CIV
INDICATEUR_N INDICATEUR \
243 Nombre d'inscription au lycée UIS.E.3
244 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
245 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
246 Nb élèves accès internet ACC.IT.EL
247 Nombre d'inscription à l'université SE.TER.ENRL
248 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
MAJ ANNÉE_MAJ NB_NAN
243 371207.0 2014 12.0
244 0.99215 2014 10.0
245 26.527226 2016 2.0
246 149586.0 NaN NaN
247 192689.0 2015 6.0
248 1.75476 2014 13.0
check 1 CIV
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03357462076116271
check 6, score entree 0 0
check 7, score sortie 0.05036193114174406 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.0280557601848832]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.0280557601848832], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0161453615733789
check 6, score entree 0.05036193114174406 3
check 7, score sortie 0.07457997350181242 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.022193617397185773
check 6, score entree 0.07457997350181242 4
check 7, score sortie 0.10787039959759108 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.32579455206131946]
check 3 cas 1, score inves, entrée [array([1.0280557601848832], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.32579455206131946], dtype=object), array([1.0280557601848832], dtype=object)]
check fin score diff 0.06769251561231014
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.0799070032361492
check 0 PAYS CODE PAYS INDICATEUR_N \
249 Croatia HRV Nb élèves accès internet
250 Croatia HRV Nombre d'inscription au lycée
251 Croatia HRV Nombre d'inscription à l'université
252 Croatia HRV Dépenses du gouvernement dédiées au cycle tert...
253 Croatia HRV Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
249 ACC.IT.EL 253258.0 NaN NaN
250 UIS.E.3 186351.0 2014 5.0
251 SE.TER.ENRL 162022.0 2015 3.0
252 UIS.XGDP.56.FSGOV 0.92128 2011 9.0
253 IT.NET.USER.P2 72.697306 2016 2.0
check 1 HRV
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.02733505796899973
check 6, score entree 0 0
check 7, score sortie 0.04100258695349959 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.016839004870743583
check 6, score entree 0.04100258695349959 1
check 7, score sortie 0.06626109425961496 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.018657880548335174
check 6, score entree 0.06626109425961496 2
check 7, score sortie 0.09424791508211772 2
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.1045645963335105]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.1045645963335105], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.4104564596333511
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.21376688823733375
check 0 PAYS CODE PAYS INDICATEUR_N \
254 Cuba CUB Nb élèves accès internet
255 Cuba CUB Nombre d'inscription à l'université
256 Cuba CUB Nombre d'inscription au lycée
257 Cuba CUB Dépenses du gouvernement dédiées au cycle seco...
258 Cuba CUB Dépenses du gouvernement dédiées au cycle tert...
259 Cuba CUB Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
254 ACC.IT.EL 262834.0 NaN NaN
255 SE.TER.ENRL 261413.0 2015 3.0
256 UIS.E.3 416591.0 2014 4.0
257 UIS.XGDP.23.FSGOV 3.73665 2010 8.0
258 UIS.XGDP.56.FSGOV 2.981 2007 11.0
259 IT.NET.USER.P2 38.765867 2016 2.0
check 1 CUB
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.028368630512063096
check 6, score entree 0 0
check 7, score sortie 0.042552945768094645 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0301171175504583
check 6, score entree 0.042552945768094645 1
check 7, score sortie 0.0877286220937821 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.037683382129853914
check 6, score entree 0.0877286220937821 2
check 7, score sortie 0.14425369528856297 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
IT.NET.USER.P2
nope
check fin score diff 0.0
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.09452206282735383
check 0 PAYS CODE PAYS INDICATEUR_N \
260 Curacao CUW Dépenses du gouvernement dédiées au cycle seco...
262 Curacao CUW Nombre d'inscription à l'université
263 Curacao CUW Nombre d'inscription au lycée
264 Curacao CUW Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
260 UIS.XGDP.23.FSGOV 1.67267 2013 13.0
262 SE.TER.ENRL 2196.0 2013 13.0
263 UIS.E.3 6981.0 2013 13.0
264 UIS.XGDP.56.FSGOV 0.25883 2013 13.0
check 1 CUW
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.4086035182575998]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.4086035182575998], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00023081961624543971
check 6, score entree 0 1
check 7, score sortie 0.00034622942436815957 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0006000544322158758
check 6, score entree 0.00034622942436815957 2
check 7, score sortie 0.0012463110726919733 2
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.819723230386694]
check 3 cas 1, score inves, entrée [array([3.4086035182575998], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.819723230386694], dtype=object), array([3.4086035182575998], dtype=object)]
check fin score diff 0.41141633743221473
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.19418354223508655
check 0 PAYS CODE PAYS INDICATEUR_N \
265 Cyprus CYP Nb élèves accès internet
266 Cyprus CYP Nombre d'inscription à l'université
267 Cyprus CYP Nombre d'inscription au lycée
268 Cyprus CYP Dépenses du gouvernement dédiées au cycle seco...
269 Cyprus CYP Dépenses du gouvernement dédiées au cycle tert...
270 Cyprus CYP Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
265 ACC.IT.EL 51584.0 NaN NaN
266 SE.TER.ENRL 37166.0 2015 3.0
267 UIS.E.3 30797.0 2014 4.0
268 UIS.XGDP.23.FSGOV 2.83078 2011 7.0
269 UIS.XGDP.56.FSGOV 1.35862 2011 7.0
270 IT.NET.USER.P2 75.90036 2016 2.0
check 1 CYP
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.005567648920361379
check 6, score entree 0 0
check 7, score sortie 0.008351473380542068 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0042626687571560426
check 6, score entree 0.008351473380542068 1
check 7, score sortie 0.014745476516276132 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0027561944982468505
check 6, score entree 0.014745476516276132 2
check 7, score sortie 0.01887976826364641 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.240350745283515]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.240350745283515], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.632427099479046]
check 3 cas 1, score inves, entrée [array([2.240350745283515], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.632427099479046], dtype=object), array([2.240350745283515], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.29363889223812806
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.17287631074505838
check 0 PAYS CODE PAYS \
271 Czech Republic CZE
272 Czech Republic CZE
273 Czech Republic CZE
274 Czech Republic CZE
275 Czech Republic CZE
276 Czech Republic CZE
INDICATEUR_N INDICATEUR \
271 Nb élèves accès internet ACC.IT.EL
272 Nombre d'inscription à l'université SE.TER.ENRL
273 Nombre d'inscription au lycée UIS.E.3
274 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
275 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
276 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
271 619421.0 NaN NaN
272 395529.0 2015 3.0
273 414371.0 2014 4.0
274 1.87767 2012 6.0
275 1.00012 2012 6.0
276 76.481201 2016 2.0
check 1 CZE
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.06685636363793358
check 6, score entree 0 0
check 7, score sortie 0.10028454545690038 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0455799565376578
check 6, score entree 0.10028454545690038 1
check 7, score sortie 0.16865448026338709 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03748239829769953
check 6, score entree 0.16865448026338709 2
check 7, score sortie 0.2248780777099364 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.2018080809213467]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.2018080809213467], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.019451579847257]
check 3 cas 1, score inves, entrée [array([3.2018080809213467], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.019451579847257], dtype=object), array([3.2018080809213467], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.3610629830384302
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.23105128952092904
check 0 PAYS CODE PAYS INDICATEUR_N \
277 Denmark DNK Dépenses du gouvernement dédiées au cycle tert...
278 Denmark DNK Nb élèves accès internet
279 Denmark DNK Nombre d'inscription à l'université
280 Denmark DNK Dépenses du gouvernement dédiées au cycle seco...
281 Denmark DNK Nombre d'inscription au lycée
282 Denmark DNK Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
277 UIS.XGDP.56.FSGOV 2.38503 2011 7.0
278 ACC.IT.EL 606160.0 NaN NaN
279 SE.TER.ENRL 313756.0 2015 3.0
280 UIS.XGDP.23.FSGOV 2.74382 2011 7.0
281 UIS.E.3 311359.0 2014 4.0
282 IT.NET.USER.P2 96.967785 2016 2.0
check 1 DNK
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'IT.NET.USER.P2']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.524349592270988]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.524349592270988], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0654250556289984
check 6, score entree 0 1
check 7, score sortie 0.0981375834434976 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.036151978276299984
check 6, score entree 0.0981375834434976 2
check 7, score sortie 0.15236555085794756 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.3280724206420453]
check 3 cas 1, score inves, entrée [array([2.524349592270988], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.3280724206420453], dtype=object), array([2.524349592270988], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02815638635270529
check 6, score entree 0.15236555085794756 4
check 7, score sortie 0.1946001303870055 4
IT.NET.USER.P2
nope
check fin score diff 0.24262110064565168
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.19940877256013984
check 0 PAYS CODE PAYS INDICATEUR_N \
283 Djibouti DJI Nb élèves accès internet
284 Djibouti DJI Nombre d'inscription à l'université
285 Djibouti DJI Nombre d'inscription au lycée
286 Djibouti DJI Dépenses du gouvernement dédiées au cycle seco...
287 Djibouti DJI Dépenses du gouvernement dédiées au cycle tert...
288 Djibouti DJI Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
283 ACC.IT.EL 3449.0 NaN NaN
284 SE.TER.ENRL 4705.0 2011 7.0
285 UIS.E.3 21553.0 2015 4.0
286 UIS.XGDP.23.FSGOV 1.67407 2010 12.0
287 UIS.XGDP.56.FSGOV 0.74086 2010 13.0
288 IT.NET.USER.P2 13.134915 2016 2.0
check 1 DJI
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0003722631266735111
check 6, score entree 0 0
check 7, score sortie 0.0005583946900102666 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0005200935508906985
check 6, score entree 0.0005583946900102666 1
check 7, score sortie 0.0013385350163463143 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0019193050638166217
check 6, score entree 0.0013385350163463143 2
check 7, score sortie 0.004217492612071247 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.40719126318693966]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.40719126318693966], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.2993399712446698]
check 3 cas 1, score inves, entrée [array([0.40719126318693966], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.2993399712446698], dtype=object), array([0.40719126318693966], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.08532656172158049
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.06160511794333015
check 0 PAYS CODE PAYS INDICATEUR_N \
289 Dominica DMA Nombre d'inscription au lycée
290 Dominica DMA Nb élèves accès internet
291 Dominica DMA Nombre d'utilisateurs d'internet (%)
292 Dominica DMA Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
289 UIS.E.3 2031.0 2014 4.0
290 ACC.IT.EL 1361.0 NaN NaN
291 IT.NET.USER.P2 67.03 2016 2.0
292 UIS.XGDP.23.FSGOV 5.05168 2012 9.0
check 1 DMA
check 2, liste indic ['UIS.E.3', 'ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00015191480646624015
check 6, score entree 0 0
check 7, score sortie 0.00022787220969936023 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00014689768495292798
check 6, score entree 0.00022787220969936023 1
check 7, score sortie 0.0004482187371287522 1
IT.NET.USER.P2
nope
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
check fin score diff 0.0
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.06392515292279335
check 0 PAYS CODE PAYS \
293 Dominican Republic DOM
294 Dominican Republic DOM
295 Dominican Republic DOM
296 Dominican Republic DOM
297 Dominican Republic DOM
298 Dominican Republic DOM
INDICATEUR_N INDICATEUR \
293 Nb élèves accès internet ACC.IT.EL
294 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
295 Nombre d'inscription à l'université SE.TER.ENRL
296 Nombre d'inscription au lycée UIS.E.3
297 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
298 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
293 650347.0 NaN NaN
294 0.29815 2007 13.0
295 480103.0 2015 11.0
296 580335.0 2014 5.0
297 1.29075 2014 5.0
298 61.32819 2016 2.0
check 1 DOM
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.07019431940931804
check 6, score entree 0 0
check 7, score sortie 0.10529147911397707 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.77727469667602]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.77727469667602], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.05533087473163473
check 6, score entree 0.10529147911397707 2
check 7, score sortie 0.18828779121142916 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0525076598831364
check 6, score entree 0.18828779121142916 3
check 7, score sortie 0.2670492810361338 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.7938683610280253]
check 3 cas 1, score inves, entrée [array([2.77727469667602], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.7938683610280253], dtype=object), array([2.77727469667602], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.22855715288520229
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.16927796466411407
check 0 PAYS CODE PAYS INDICATEUR_N \
299 Ecuador ECU Nombre d'inscription à l'université
300 Ecuador ECU Nombre d'utilisateurs d'internet (%)
301 Ecuador ECU Dépenses du gouvernement dédiées au cycle tert...
302 Ecuador ECU Nb élèves accès internet
303 Ecuador ECU Nombre d'inscription au lycée
304 Ecuador ECU Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
299 SE.TER.ENRL 586105.0 2013 11.0
300 IT.NET.USER.P2 54.062925 2016 2.0
301 UIS.XGDP.56.FSGOV 1.11061 2012 11.0
302 ACC.IT.EL 764579.0 NaN NaN
303 UIS.E.3 828133.0 2014 6.0
304 UIS.XGDP.23.FSGOV 0.74036 2014 9.0
check 1 ECU
check 2, liste indic ['SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.06755232376322769
check 6, score entree 0 0
check 7, score sortie 0.10132848564484154 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.9001703507377616]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.9001703507377616], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.08252379505042227
check 6, score entree 0.10132848564484154 3
check 7, score sortie 0.22511417822047494 3
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0749416200814209
check 6, score entree 0.22511417822047494 4
check 7, score sortie 0.3375266083426063 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.3490786926647536]
check 3 cas 1, score inves, entrée [array([1.9001703507377616], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.3490786926647536], dtype=object), array([1.9001703507377616], dtype=object)]
check fin score diff 0.21246245217012577
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.18084873627930467
check 0 PAYS CODE PAYS INDICATEUR_N \
305 Egypt, Arab Rep. EGY Nombre d'inscription à l'université
306 Egypt, Arab Rep. EGY Nb élèves accès internet
307 Egypt, Arab Rep. EGY Nombre d'inscription au lycée
308 Egypt, Arab Rep. EGY Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
305 SE.TER.ENRL 2868912.0 2015 3.0
306 ACC.IT.EL 2456008.0 NaN NaN
307 UIS.E.3 3394206.0 2014 8.0
308 IT.NET.USER.P2 39.213813 2016 2.0
check 1 EGY
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.33074744649170096
check 6, score entree 0 0
check 7, score sortie 0.49612116973755144 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.26508588495655455
check 6, score entree 0.49612116973755144 1
check 7, score sortie 0.8937499971723832 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.307256568337228
check 6, score entree 0.8937499971723832 2
check 7, score sortie 1.3546348496782252 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.3307733722719628
check 0 PAYS CODE PAYS INDICATEUR_N \
309 El Salvador SLV Nb élèves accès internet
310 El Salvador SLV Nombre d'inscription à l'université
311 El Salvador SLV Nombre d'inscription au lycée
312 El Salvador SLV Dépenses du gouvernement dédiées au cycle seco...
313 El Salvador SLV Dépenses du gouvernement dédiées au cycle tert...
314 El Salvador SLV Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
309 ACC.IT.EL 121261.0 NaN NaN
310 SE.TER.ENRL 179396.0 2015 3.0
311 UIS.E.3 238785.0 2014 4.0
312 UIS.XGDP.23.FSGOV 1.0493 2010 8.0
313 UIS.XGDP.56.FSGOV 0.28659 2011 8.0
314 IT.NET.USER.P2 28.997073 2016 2.0
check 1 SLV
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.013088141201379133
check 6, score entree 0 0
check 7, score sortie 0.0196322118020687 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.020661007427779862
check 6, score entree 0.0196322118020687 1
check 7, score sortie 0.05062372294373849 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.021586025706411542
check 6, score entree 0.05062372294373849 2
check 7, score sortie 0.08300276150335581 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.0374330568518961]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.0374330568518961], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.7897544742139921]
check 3 cas 1, score inves, entrée [array([1.0374330568518961], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.7897544742139921], dtype=object), array([1.0374330568518961], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.14135937655329442
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.09028981660779792
check 0 PAYS CODE PAYS INDICATEUR_N \
315 Equatorial Guinea GNQ Nb élèves accès internet
316 Equatorial Guinea GNQ Nombre d'inscription au lycée
317 Equatorial Guinea GNQ Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
315 ACC.IT.EL 930.0 NaN NaN
316 UIS.E.3 3909.0 2005 13.0
317 IT.NET.USER.P2 23.78 2016 2.0
check 1 GNQ
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00010037828582382294
check 6, score entree 0 0
check 7, score sortie 0.0001505674287357344 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00032193626447792013
check 6, score entree 0.0001505674287357344 1
check 7, score sortie 0.0006334718254526146 1
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10651775996286225
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
318 Eritrea ERI Nombre d'inscription à l'université SE.TER.ENRL
319 Eritrea ERI Nombre d'inscription au lycée UIS.E.3
320 Eritrea ERI Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
321 Eritrea ERI Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
318 12554.0 2014 11.0
319 113108.0 2013 5.0
320 1.177119 2016 4.0
321 1479.0 NaN NaN
check 1 ERI
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0014250401882086089
check 6, score entree 0 0
check 7, score sortie 0.0021375602823129132 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01020807747503034
check 6, score entree 0.0021375602823129132 1
check 7, score sortie 0.017449676494858422 1
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00015963385455207971
check 6, score entree 0.017449676494858422 3
check 7, score sortie 0.01768912727668654 3
check fin score diff nan
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 1 0.02504023984610352
check 0 PAYS CODE PAYS INDICATEUR_N \
322 Estonia EST Nb élèves accès internet
323 Estonia EST Nombre d'inscription à l'université
324 Estonia EST Nombre d'inscription au lycée
325 Estonia EST Dépenses du gouvernement dédiées au cycle seco...
326 Estonia EST Dépenses du gouvernement dédiées au cycle tert...
327 Estonia EST Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
322 ACC.IT.EL 86459.0 NaN NaN
323 SE.TER.ENRL 55214.0 2015 3.0
324 UIS.E.3 43894.0 2013 5.0
325 UIS.XGDP.23.FSGOV 1.70883 2012 7.0
326 UIS.XGDP.56.FSGOV 1.02439 2012 7.0
327 IT.NET.USER.P2 87.237332 2016 2.0
check 1 EST
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.009331834638754739
check 6, score entree 0 0
check 7, score sortie 0.013997751958132108 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.006343504138773273
check 6, score entree 0.013997751958132108 1
check 7, score sortie 0.023513008166292017 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.003941908574699978
check 6, score entree 0.023513008166292017 2
check 7, score sortie 0.029425871028341984 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.3721268361142274]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.3721268361142274], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.9932505750367766]
check 3 cas 1, score inves, entrée [array([3.3721268361142274], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.9932505750367766], dtype=object), array([3.3721268361142274], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.3682688705575502
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.19099888118848768
check 0 PAYS CODE PAYS INDICATEUR_N \
328 Ethiopia ETH Nombre d'inscription à l'université
329 Ethiopia ETH Nb élèves accès internet
330 Ethiopia ETH Nombre d'inscription au lycée
331 Ethiopia ETH Dépenses du gouvernement dédiées au cycle seco...
332 Ethiopia ETH Dépenses du gouvernement dédiées au cycle tert...
333 Ethiopia ETH Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
328 SE.TER.ENRL 757175.0 2014 7.0
329 ACC.IT.EL 197020.0 NaN NaN
330 UIS.E.3 524927.0 2012 6.0
331 UIS.XGDP.23.FSGOV 1.31841 2013 9.0
332 UIS.XGDP.56.FSGOV 1.92137 2013 9.0
333 IT.NET.USER.P2 15.366924 2016 2.0
check 1 ETH
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.08727575620633826
check 6, score entree 0 0
check 7, score sortie 0.1309136343095074 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.021265085884956555
check 6, score entree 0.1309136343095074 1
check 7, score sortie 0.16281126313694222 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.04749139313898776
check 6, score entree 0.16281126313694222 2
check 7, score sortie 0.23404835284542386 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
IT.NET.USER.P2
nope
check fin score diff 0.0
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.07107411762668593
check 0 PAYS CODE PAYS INDICATEUR_N \
334 Fiji FJI Dépenses du gouvernement dédiées au cycle seco...
335 Fiji FJI Nombre d'inscription au lycée
336 Fiji FJI Nombre d'inscription à l'université
337 Fiji FJI Nb élèves accès internet
338 Fiji FJI Dépenses du gouvernement dédiées au cycle tert...
339 Fiji FJI Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
334 UIS.XGDP.23.FSGOV 0.66538 2011 13.0
335 UIS.E.3 36267.0 2012 8.0
336 SE.TER.ENRL 12717.0 2005 13.0
337 ACC.IT.EL 22781.0 NaN NaN
338 UIS.XGDP.56.FSGOV 0.87485 2013 12.0
339 IT.NET.USER.P2 46.506978 2016 2.0
check 1 FJI
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.4247153896870683]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.4247153896870683], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00325141141801463
check 6, score entree 0 1
check 7, score sortie 0.004877117127021945 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.001443833193926894
check 6, score entree 0.004877117127021945 2
check 7, score sortie 0.007042866917912286 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.002458836268120979
check 6, score entree 0.007042866917912286 3
check 7, score sortie 0.010731121320093753 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.1546889095747845]
check 3 cas 1, score inves, entrée [array([2.4247153896870683], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.1546889095747845], dtype=object), array([2.4247153896870683], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.22897021496309267
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.11483007154961412
check 0 PAYS CODE PAYS INDICATEUR_N \
340 Finland FIN Nb élèves accès internet
341 Finland FIN Dépenses du gouvernement dédiées au cycle seco...
342 Finland FIN Nombre d'inscription au lycée
343 Finland FIN Dépenses du gouvernement dédiées au cycle tert...
344 Finland FIN Nombre d'utilisateurs d'internet (%)
345 Finland FIN Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
340 ACC.IT.EL 578868.0 NaN NaN
341 UIS.XGDP.23.FSGOV 1.07797 2013 6.0
342 UIS.E.3 357550.0 2014 4.0
343 UIS.XGDP.56.FSGOV 2.01324 2013 5.0
344 IT.NET.USER.P2 87.70365 2016 2.0
345 SE.TER.ENRL 302478.0 2015 3.0
check 1 FIN
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'SE.TER.ENRL']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.062479330707811545
check 6, score entree 0 0
check 7, score sortie 0.09371899606171732 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [4.008511891235198]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.008511891235198], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.032338208060382345
check 6, score entree 0.09371899606171732 2
check 7, score sortie 0.14222630815229084 2
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.9257214299403187]
check 3 cas 1, score inves, entrée [array([4.008511891235198], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.9257214299403187], dtype=object), array([4.008511891235198], dtype=object)]
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03485168675181643
check 6, score entree 0.14222630815229084 5
check 7, score sortie 0.1945038382800155 5
check fin score diff 0.3467116660587759
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.22153521368910453
check 0 PAYS CODE PAYS INDICATEUR_N \
346 France FRA Nb élèves accès internet
347 France FRA Dépenses du gouvernement dédiées au cycle tert...
348 France FRA Nombre d'utilisateurs d'internet (%)
349 France FRA Nombre d'inscription au lycée
350 France FRA Nombre d'inscription à l'université
351 France FRA Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
346 ACC.IT.EL 4270182.0 NaN NaN
347 UIS.XGDP.56.FSGOV 1.23638 2012 6.0
348 IT.NET.USER.P2 85.6222 2016 2.0
349 UIS.E.3 2598357.0 2014 4.0
350 SE.TER.ENRL 2388880.0 2014 4.0
351 UIS.XGDP.23.FSGOV 2.4247 2012 6.0
check 1 FRA
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.4608962895868214
check 6, score entree 0 0
check 7, score sortie 0.6913444343802321 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.7643933413894737]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.7643933413894737], dtype=object)]
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.23520576570829427
check 6, score entree 0.6913444343802321 3
check 7, score sortie 1.0441530829426735 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.2754023905348923
check 6, score entree 1.0441530829426735 4
check 7, score sortie 1.457256668745012 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.649987209555525]
check 3 cas 1, score inves, entrée [array([3.7643933413894737], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.649987209555525], dtype=object), array([3.7643933413894737], dtype=object)]
check fin score diff 0.32071902754724996
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.4846756800621833
check 0 PAYS CODE PAYS INDICATEUR_N \
353 French Polynesia PYF Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
353 IT.NET.USER.P2 68.440419 2016 2.0
check 1 PYF
check 2, liste indic ['IT.NET.USER.P2']
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10638297872340426
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
354 Gabon GAB Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
354 48.052274 2016 2.0
check 1 GAB
check 2, liste indic ['IT.NET.USER.P2']
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10638297872340426
check 0 PAYS CODE PAYS INDICATEUR_N \
356 Gambia, The GMB Dépenses du gouvernement dédiées au cycle seco...
357 Gambia, The GMB Nombre d'inscription au lycée
358 Gambia, The GMB Dépenses du gouvernement dédiées au cycle tert...
359 Gambia, The GMB Nombre d'utilisateurs d'internet (%)
360 Gambia, The GMB Nombre d'inscription à l'université
361 Gambia, The GMB Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
356 UIS.XGDP.23.FSGOV 0.98244 2013 5.0
357 UIS.E.3 48999.0 2010 11.0
358 UIS.XGDP.56.FSGOV 0.29692 2013 5.0
359 IT.NET.USER.P2 18.5 2016 2.0
360 SE.TER.ENRL 5001.0 2012 11.0
361 ACC.IT.EL 9990.0 NaN NaN
check 1 GMB
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'ACC.IT.EL']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.10487857826175095]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.10487857826175095], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.004404080855397329
check 6, score entree 0 1
check 7, score sortie 0.006606121283095993 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.7786025646448131]
check 3 cas 1, score inves, entrée [array([0.10487857826175095], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.7786025646448131], dtype=object), array([0.10487857826175095], dtype=object)]
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0005542207269189953
check 6, score entree 0.006606121283095993 4
check 7, score sortie 0.007437452373474486 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0010782570703010658
check 6, score entree 0.007437452373474486 5
check 7, score sortie 0.009054837978926086 5
check fin score diff 0.04417405714532821
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.032601892579628575
check 0 PAYS CODE PAYS INDICATEUR_N \
362 Georgia GEO Nombre d'utilisateurs d'internet (%)
363 Georgia GEO Dépenses du gouvernement dédiées au cycle tert...
364 Georgia GEO Dépenses du gouvernement dédiées au cycle seco...
365 Georgia GEO Nombre d'inscription au lycée
366 Georgia GEO Nombre d'inscription à l'université
367 Georgia GEO Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
362 IT.NET.USER.P2 50.001637 2016 2.0
363 UIS.XGDP.56.FSGOV 0.38022 2012 11.0
364 UIS.XGDP.23.FSGOV 0.63722 2012 11.0
365 UIS.E.3 140323.0 2014 7.0
366 SE.TER.ENRL 127633.0 2015 3.0
367 ACC.IT.EL 133983.0 NaN NaN
check 1 GEO
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.6886747076549322]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.6886747076549322], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.4531219913181304]
check 3 cas 1, score inves, entrée [array([1.6886747076549322], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.4531219913181304], dtype=object), array([1.6886747076549322], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.012671940084076063
check 6, score entree 0 3
check 7, score sortie 0.019007910126114094 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.014693017519831464
check 6, score entree 0.019007910126114094 4
check 7, score sortie 0.04104743640586129 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.014461272977992762
check 6, score entree 0.04104743640586129 5
check 7, score sortie 0.06273934587285043 5
check fin score diff 0.15708983494865314
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.0893253576215965
check 0 PAYS CODE PAYS INDICATEUR_N \
368 Germany DEU Nb élèves accès internet
369 Germany DEU Nombre d'inscription à l'université
370 Germany DEU Nombre d'inscription au lycée
371 Germany DEU Dépenses du gouvernement dédiées au cycle seco...
372 Germany DEU Dépenses du gouvernement dédiées au cycle tert...
373 Germany DEU Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
368 ACC.IT.EL 4982346.0 NaN NaN
369 SE.TER.ENRL 2977781.0 2015 11.0
370 UIS.E.3 2579952.25 2014 4.0
371 UIS.XGDP.23.FSGOV 2.13178 2012 7.0
372 UIS.XGDP.56.FSGOV 1.32298 2012 7.0
373 IT.NET.USER.P2 89.647101 2016 2.0
check 1 DEU
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.5377627428614848
check 6, score entree 0 0
check 7, score sortie 0.8066441142922273 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.3432994448938112
check 6, score entree 0.8066441142922273 1
check 7, score sortie 1.321593281632944 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.23353952373313958
check 6, score entree 1.321593281632944 2
check 7, score sortie 1.6719025672326535 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.9454727222915067]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.9454727222915067], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.670902839606011]
check 3 cas 1, score inves, entrée [array([2.9454727222915067], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.670902839606011], dtype=object), array([2.9454727222915067], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.3308187780948759
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.5324939032611764
check 0 PAYS CODE PAYS INDICATEUR_N \
374 Ghana GHA Nb élèves accès internet
375 Ghana GHA Nombre d'inscription à l'université
376 Ghana GHA Nombre d'inscription au lycée
377 Ghana GHA Dépenses du gouvernement dédiées au cycle seco...
378 Ghana GHA Dépenses du gouvernement dédiées au cycle tert...
379 Ghana GHA Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
374 ACC.IT.EL 438787.0 NaN NaN
375 SE.TER.ENRL 417534.0 2015 4.0
376 UIS.E.3 848222.0 2015 4.0
377 UIS.XGDP.23.FSGOV 2.92351 2013 5.0
378 UIS.XGDP.56.FSGOV 1.19685 2013 5.0
379 IT.NET.USER.P2 34.666001 2016 2.0
check 1 GHA
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.04735987838900838
check 6, score entree 0 0
check 7, score sortie 0.07103981758351258 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.04811701230962628
check 6, score entree 0.07103981758351258 1
check 7, score sortie 0.143215336047952 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0767603426959026
check 6, score entree 0.143215336047952 2
check 7, score sortie 0.2583558500918059 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.8070686344877167]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([0.8070686344877167], dtype=object), 0]
IT.NET.USER.P2
nope
check fin score diff 0.04035343172438584
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.10610835783323228
check 0 PAYS CODE PAYS INDICATEUR_N \
380 Greece GRC Dépenses du gouvernement dédiées au cycle seco...
381 Greece GRC Nombre d'inscription au lycée
382 Greece GRC Nombre d'utilisateurs d'internet (%)
383 Greece GRC Dépenses du gouvernement dédiées au cycle tert...
384 Greece GRC Nombre d'inscription à l'université
385 Greece GRC Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
380 UIS.XGDP.23.FSGOV 1.34551 2005 13.0
381 UIS.E.3 371024.0 2013 7.0
382 IT.NET.USER.P2 69.087915 2016 2.0
383 UIS.XGDP.56.FSGOV 1.4308 2005 13.0
384 SE.TER.ENRL 677429.0 2014 6.0
385 ACC.IT.EL 724355.0 NaN NaN
check 1 GRC
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.E.3', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'ACC.IT.EL']
UIS.XGDP.23.FSGOV
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves)
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.7386287928012]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.7386287928012], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03355805317499863
check 6, score entree 0 1
check 7, score sortie 0.05033707976249795 1
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.55450410582168]
check 3 cas 1, score inves, entrée [array([3.7386287928012], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.55450410582168], dtype=object), array([3.7386287928012], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.07808147992406612
check 6, score entree 0.05033707976249795 4
check 7, score sortie 0.16745929964859713 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.07818227228808093
check 6, score entree 0.16745929964859713 5
check 7, score sortie 0.2847327080807185 5
check fin score diff 0.364656644931144
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.24455092617273672
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
386 Grenada GRD Nb élèves accès internet ACC.IT.EL
387 Grenada GRD Nombre d'inscription au lycée UIS.E.3
388 Grenada GRD Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
389 Grenada GRD Nombre d'inscription à l'université SE.TER.ENRL
MAJ ANNÉE_MAJ NB_NAN
386 7298.0 NaN NaN
387 3829.0 2014 9.0
388 55.856408 2016 2.0
389 9236.0 2015 12.0
check 1 GRD
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2', 'SE.TER.ENRL']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0007876997096153331
check 6, score entree 0 0
check 7, score sortie 0.0011815495644229997 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00031469360385974417
check 6, score entree 0.0011815495644229997 1
check 7, score sortie 0.001653589970212616 1
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0010424929920535794
check 6, score entree 0.001653589970212616 3
check 7, score sortie 0.003217329458292985 3
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.0645143254166581
check 0 PAYS CODE PAYS INDICATEUR_N \
390 Guatemala GTM Nombre d'inscription à l'université
391 Guatemala GTM Nombre d'inscription au lycée
392 Guatemala GTM Dépenses du gouvernement dédiées au cycle seco...
393 Guatemala GTM Dépenses du gouvernement dédiées au cycle tert...
394 Guatemala GTM Nombre d'utilisateurs d'internet (%)
395 Guatemala GTM Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
390 SE.TER.ENRL 366674.0 2015 11.0
391 UIS.E.3 396461.0 2014 4.0
392 UIS.XGDP.23.FSGOV 0.40665 2013 6.0
393 UIS.XGDP.56.FSGOV 0.34952 2013 7.0
394 IT.NET.USER.P2 34.509326 2016 2.0
395 ACC.IT.EL 263353.0 NaN NaN
check 1 GTM
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.04225313334746691
check 6, score entree 0 0
check 7, score sortie 0.06337970002120036 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03586094765180539
check 6, score entree 0.06337970002120036 1
check 7, score sortie 0.11717112149890845 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.6857113463793958]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.6857113463793958], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.7218173874349576]
check 3 cas 1, score inves, entrée [array([1.6857113463793958], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.7218173874349576], dtype=object), array([1.6857113463793958], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.02842464807157123
check 6, score entree 0.11717112149890845 5
check 7, score sortie 0.1598080936062653 5
check fin score diff 0.17037643669071767
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.11280521921212404
check 0 PAYS CODE PAYS INDICATEUR_N \
396 Guinea GIN Nombre d'inscription à l'université
397 Guinea GIN Nombre d'inscription au lycée
398 Guinea GIN Dépenses du gouvernement dédiées au cycle seco...
399 Guinea GIN Nombre d'utilisateurs d'internet (%)
400 Guinea GIN Nb élèves accès internet
401 Guinea GIN Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
396 SE.TER.ENRL 117943.0 2014 4.0
397 UIS.E.3 228371.0 2014 8.0
398 UIS.XGDP.23.FSGOV 0.89056 2013 8.0
399 IT.NET.USER.P2 9.8 2016 2.0
400 ACC.IT.EL 33938.0 NaN NaN
401 UIS.XGDP.56.FSGOV 1.22644 2013 7.0
check 1 GIN
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01357581368295918
check 6, score entree 0 0
check 7, score sortie 0.02036372052443877 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02064321236044049
check 6, score entree 0.02036372052443877 1
check 7, score sortie 0.0513285390650995 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.197563288799818]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.197563288799818], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.003663051897084842
check 6, score entree 0.0513285390650995 4
check 7, score sortie 0.056823116910726765 4
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.197563288799818], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.197563288799818], dtype=object)]
check fin score diff 0.0098781644399909
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.035468357734195245
check 0 PAYS CODE PAYS \
402 Guinea-Bissau GNB
403 Guinea-Bissau GNB
404 Guinea-Bissau GNB
405 Guinea-Bissau GNB
406 Guinea-Bissau GNB
407 Guinea-Bissau GNB
INDICATEUR_N INDICATEUR \
402 Nombre d'inscription au lycée UIS.E.3
403 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
404 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
405 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
406 Nombre d'inscription à l'université SE.TER.ENRL
407 Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
402 12234.0 2005 13.0
403 3.761414 2016 2.0
404 0.09184 2013 10.0
405 0.71722 2013 10.0
406 3689.0 2006 12.0
407 599.0 NaN NaN
check 1 GNB
check 2, liste indic ['UIS.E.3', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.001075625635056853
check 6, score entree 0 0
check 7, score sortie 0.0016134384525852796 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.0]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.0], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.37242136657503955]
check 3 cas 1, score inves, entrée [array([1.0], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.37242136657503955], dtype=object), array([1.0], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0004029543250638421
check 6, score entree 0.0016134384525852796 4
check 7, score sortie 0.0022178699401810427 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 6.465225076179564e-05
check 6, score entree 0.0022178699401810427 5
check 7, score sortie 0.0023148483163237363 5
check fin score diff 0.06862106832875198
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.036369343967037386
check 0 PAYS CODE PAYS INDICATEUR_N \
408 Guyana GUY Nb élèves accès internet
409 Guyana GUY Dépenses du gouvernement dédiées au cycle seco...
410 Guyana GUY Nombre d'inscription au lycée
411 Guyana GUY Nombre d'inscription à l'université
412 Guyana GUY Dépenses du gouvernement dédiées au cycle tert...
413 Guyana GUY Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
408 ACC.IT.EL 13973.0 NaN NaN
409 UIS.XGDP.23.FSGOV 1.06204 2012 8.0
410 UIS.E.3 30328.0 2012 7.0
411 SE.TER.ENRL 8857.0 2012 6.0
412 UIS.XGDP.56.FSGOV 0.16169 2012 8.0
413 IT.NET.USER.P2 35.66 2016 4.0
check 1 GUY
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.001508156761092772
check 6, score entree 0 0
check 7, score sortie 0.002262235141639158 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.0245814635569466]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.0245814635569466], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.002713734400372794
check 6, score entree 0.002262235141639158 2
check 7, score sortie 0.006332836742198349 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0009987963713957264
check 6, score entree 0.006332836742198349 3
check 7, score sortie 0.007831031299291939 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.9245923046061688]
check 3 cas 1, score inves, entrée [array([1.0245814635569466], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.9245923046061688], dtype=object), array([1.0245814635569466], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.14745868840815576
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.07559355738456335
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
415 Haiti HTI Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
415 12.232602 2016 2.0
check 1 HTI
check 2, liste indic ['IT.NET.USER.P2']
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.0425531914893617
check 0 PAYS CODE PAYS INDICATEUR_N \
416 Honduras HND Nombre d'inscription à l'université
417 Honduras HND Nombre d'inscription au lycée
418 Honduras HND Dépenses du gouvernement dédiées au cycle seco...
419 Honduras HND Dépenses du gouvernement dédiées au cycle tert...
420 Honduras HND Nombre d'utilisateurs d'internet (%)
421 Honduras HND Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
416 SE.TER.ENRL 195469.0 2015 8.0
417 UIS.E.3 223514.0 2014 6.0
418 UIS.XGDP.23.FSGOV 1.4858 2013 13.0
419 UIS.XGDP.56.FSGOV 0.98534 2014 10.0
420 IT.NET.USER.P2 30.0 2016 2.0
421 ACC.IT.EL 125695.0 NaN NaN
check 1 HND
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0225141361450191
check 6, score entree 0 0
check 7, score sortie 0.033771204217528654 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.020203492327659483
check 6, score entree 0.033771204217528654 1
check 7, score sortie 0.06407644270901788 1
UIS.XGDP.23.FSGOV
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.597110108124876]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.597110108124876], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.0354076161181314]
check 3 cas 1, score inves, entrée [array([0.597110108124876], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.0354076161181314], dtype=object), array([0.597110108124876], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.013566718964113359
check 6, score entree 0.06407644270901788 5
check 7, score sortie 0.08442652115518792 5
check fin score diff 0.08162588621215038
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.07788349092922092
check 0 PAYS CODE PAYS \
422 Hong Kong SAR, China HKG
423 Hong Kong SAR, China HKG
424 Hong Kong SAR, China HKG
425 Hong Kong SAR, China HKG
426 Hong Kong SAR, China HKG
427 Hong Kong SAR, China HKG
INDICATEUR_N INDICATEUR \
422 Nombre d'inscription à l'université SE.TER.ENRL
423 Nombre d'inscription au lycée UIS.E.3
424 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
425 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
426 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
427 Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
422 298642.6875 2015 3.0
423 225437.0 2014 4.0
424 1.1185 2014 4.0
425 1.04416 2014 4.0
426 87.300343 2016 2.0
427 457523.0 NaN NaN
check 1 HKG
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03440949626258999
check 6, score entree 0 0
check 7, score sortie 0.051614244393884984 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.020377587782268888
check 6, score entree 0.051614244393884984 1
check 7, score sortie 0.08218062606728832 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.9676269626357614]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.9676269626357614], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.9719075233263124]
check 3 cas 1, score inves, entrée [array([3.9676269626357614], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.9719075233263124], dtype=object), array([3.9676269626357614], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.04938212308061607
check 6, score entree 0.08218062606728832 5
check 7, score sortie 0.15625381068821242 5
check fin score diff 0.3969767242981037
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.2240916031885779
check 0 PAYS CODE PAYS INDICATEUR_N \
428 Hungary HUN Nb élèves accès internet
429 Hungary HUN Dépenses du gouvernement dédiées au cycle seco...
430 Hungary HUN Dépenses du gouvernement dédiées au cycle tert...
431 Hungary HUN Nombre d'inscription au lycée
432 Hungary HUN Nombre d'inscription à l'université
433 Hungary HUN Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
428 ACC.IT.EL 617378.0 NaN NaN
429 UIS.XGDP.23.FSGOV 1.71402 2012 6.0
430 UIS.XGDP.56.FSGOV 0.80092 2012 6.0
431 UIS.E.3 471205.0 2014 4.0
432 SE.TER.ENRL 307729.0 2015 3.0
433 IT.NET.USER.P2 79.259401 2016 2.0
check 1 HUN
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.06663585521004319
check 6, score entree 0 0
check 7, score sortie 0.09995378281506478 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.3668913670226865]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.3668913670226865], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.23450120016138]
check 3 cas 1, score inves, entrée [array([1.3668913670226865], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.23450120016138], dtype=object), array([1.3668913670226865], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.042627765467367164
check 6, score entree 0.09995378281506478 3
check 7, score sortie 0.16389543101611553 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.035457098242777874
check 6, score entree 0.16389543101611553 4
check 7, score sortie 0.21708107838028234 4
IT.NET.USER.P2
nope
check fin score diff 0.18006962835920334
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.1483299376041459
check 0 PAYS CODE PAYS INDICATEUR_N \
434 Iceland ISL Nombre d'inscription à l'université
435 Iceland ISL Nombre d'inscription au lycée
436 Iceland ISL Dépenses du gouvernement dédiées au cycle seco...
437 Iceland ISL Dépenses du gouvernement dédiées au cycle tert...
438 Iceland ISL Nombre d'utilisateurs d'internet (%)
439 Iceland ISL Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
434 SE.TER.ENRL 19097.0 2013 5.0
435 UIS.E.3 23149.0 2012 6.0
436 UIS.XGDP.23.FSGOV 2.23745 2011 7.0
437 UIS.XGDP.56.FSGOV 1.3687 2011 7.0
438 IT.NET.USER.P2 98.240016 2016 2.0
439 ACC.IT.EL 41503.0 NaN NaN
check 1 ISL
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00217941219075302
check 6, score entree 0 0
check 7, score sortie 0.0032691182861295303 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0020637961431492313
check 6, score entree 0.0032691182861295303 1
check 7, score sortie 0.006364812500853377 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.838877287282163]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.838877287282163], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.6215450940674065]
check 3 cas 1, score inves, entrée [array([2.838877287282163], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.6215450940674065], dtype=object), array([2.838877287282163], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004479569888759273
check 6, score entree 0.006364812500853377 5
check 7, score sortie 0.013084167333992286 5
check fin score diff 0.32302111906747855
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.177894741787547
check 0 PAYS CODE PAYS INDICATEUR_N \
440 India IND Nb élèves accès internet
441 India IND Dépenses du gouvernement dédiées au cycle tert...
442 India IND Nombre d'inscription au lycée
443 India IND Nombre d'inscription à l'université
444 India IND Dépenses du gouvernement dédiées au cycle seco...
445 India IND Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
440 ACC.IT.EL 25805339.0 NaN NaN
441 UIS.XGDP.56.FSGOV 1.23058 2012 8.0
442 UIS.E.3 55228676.0 2013 5.0
443 SE.TER.ENRL 32107420.0 2015 3.0
444 UIS.XGDP.23.FSGOV 1.48175 2012 8.0
445 IT.NET.USER.P2 29.547163 2016 2.0
check 1 IND
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 2.785264187013597
check 6, score entree 0 0
check 7, score sortie 4.177896280520395 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.7706548347170199]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.7706548347170199], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 4.999999999999999
check 6, score entree 4.177896280520395 2
check 7, score sortie 11.677896280520393 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 3.7017870050077946
check 6, score entree 11.677896280520393 3
check 7, score sortie 17.230576788032085 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.6011955946516498]
check 3 cas 1, score inves, entrée [array([0.7706548347170199], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.6011955946516498], dtype=object), array([0.7706548347170199], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.06859252146843349
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 3.723227512659684
check 0 PAYS CODE PAYS INDICATEUR_N \
446 Indonesia IDN Nombre d'inscription à l'université
447 Indonesia IDN Nb élèves accès internet
448 Indonesia IDN Nombre d'inscription au lycée
449 Indonesia IDN Dépenses du gouvernement dédiées au cycle seco...
450 Indonesia IDN Nombre d'utilisateurs d'internet (%)
451 Indonesia IDN Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
446 SE.TER.ENRL 5107999.0 2015 3.0
447 ACC.IT.EL 3807649.0 NaN NaN
448 UIS.E.3 9902660.0 2014 4.0
449 UIS.XGDP.23.FSGOV 0.88342 2014 6.0
450 IT.NET.USER.P2 25.366301 2016 2.0
451 UIS.XGDP.56.FSGOV 0.4962 2014 6.0
check 1 IDN
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.5889018930851839
check 6, score entree 0 0
check 7, score sortie 0.8833528396277759 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.41097341896644474
check 6, score entree 0.8833528396277759 1
check 7, score sortie 1.499812968077443 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.8964881117248481
check 6, score entree 1.499812968077443 2
check 7, score sortie 2.844545135664715 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.2047658016854879]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.2047658016854879], dtype=object)]
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.5634666226171756]
check 3 cas 1, score inves, entrée [array([1.2047658016854879], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.5634666226171756], dtype=object), array([1.2047658016854879], dtype=object)]
check fin score diff 0.13841162121513317
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.6772248418893294
check 0 PAYS CODE PAYS \
452 Iran, Islamic Rep. IRN
453 Iran, Islamic Rep. IRN
454 Iran, Islamic Rep. IRN
455 Iran, Islamic Rep. IRN
456 Iran, Islamic Rep. IRN
457 Iran, Islamic Rep. IRN
INDICATEUR_N INDICATEUR \
452 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
453 Nb élèves accès internet ACC.IT.EL
454 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
455 Nombre d'inscription au lycée UIS.E.3
456 Nombre d'inscription à l'université SE.TER.ENRL
457 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
452 0.83654 2014 4.0
453 4521378.0 NaN NaN
454 1.16661 2014 4.0
455 3691835.0 2014 4.0
456 4802721.0 2015 3.0
457 53.226773 2016 2.0
check 1 IRN
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'IT.NET.USER.P2']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.1960470806797607]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.1960470806797607], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.48800878838875794
check 6, score entree 0 1
check 7, score sortie 0.7320131825831369 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.9190956059945437]
check 3 cas 1, score inves, entrée [array([2.1960470806797607], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.9190956059945437], dtype=object), array([2.1960470806797607], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.3342018913013165
check 6, score entree 0.7320131825831369 3
check 7, score sortie 1.2333160195351116 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.5537050145596217
check 6, score entree 1.2333160195351116 4
check 7, score sortie 2.0638735413745444 4
IT.NET.USER.P2
nope
check fin score diff 0.20575713433371523
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.5467299310017573
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
458 Iraq IRQ Nombre d'inscription à l'université SE.TER.ENRL
459 Iraq IRQ Nombre d'inscription au lycée UIS.E.3
460 Iraq IRQ Nb élèves accès internet ACC.IT.EL
461 Iraq IRQ Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
458 424908.0 2005 13.0
459 730640.0 2007 13.0
460 245323.0 NaN NaN
461 21.23 2016 2.0
check 1 IRQ
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'ACC.IT.EL', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.04896719405297986
check 6, score entree 0 0
check 7, score sortie 0.0734507910794698 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.06611526118582307
check 6, score entree 0.0734507910794698 1
check 7, score sortie 0.1726236828582044 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.026478604530277113
check 6, score entree 0.1726236828582044 2
check 7, score sortie 0.21234158965362007 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.10900884886247235
check 0 PAYS CODE PAYS INDICATEUR_N \
462 Ireland IRL Nb élèves accès internet
463 Ireland IRL Dépenses du gouvernement dédiées au cycle seco...
464 Ireland IRL Nombre d'inscription à l'université
465 Ireland IRL Nombre d'inscription au lycée
466 Ireland IRL Dépenses du gouvernement dédiées au cycle tert...
467 Ireland IRL Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
462 ACC.IT.EL 300360.0 NaN NaN
463 UIS.XGDP.23.FSGOV 1.93028 2012 6.0
464 SE.TER.ENRL 214632.0 2015 3.0
465 UIS.E.3 150905.0 2012 6.0
466 UIS.XGDP.56.FSGOV 1.23538 2012 6.0
467 IT.NET.USER.P2 82.1697 2016 2.0
check 1 IRL
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.03241894831187469
check 6, score entree 0 0
check 7, score sortie 0.04862842246781203 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.1487374016977867]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.1487374016977867], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.024723524909310488
check 6, score entree 0.04862842246781203 2
check 7, score sortie 0.08571370983177776 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.013629963017345283
check 6, score entree 0.08571370983177776 3
check 7, score sortie 0.10615865435779567 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.765472829325335]
check 3 cas 1, score inves, entrée [array([3.1487374016977867], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.765472829325335], dtype=object), array([3.1487374016977867], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.34571051155115606
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20252535444871314
check 0 PAYS CODE PAYS INDICATEUR_N \
468 Israel ISR Nombre d'inscription à l'université
469 Israel ISR Nombre d'inscription au lycée
470 Israel ISR Dépenses du gouvernement dédiées au cycle seco...
471 Israel ISR Dépenses du gouvernement dédiées au cycle tert...
472 Israel ISR Nombre d'utilisateurs d'internet (%)
473 Israel ISR Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
468 SE.TER.ENRL 374048.0 2015 3.0
469 UIS.E.3 369316.0 2014 4.0
470 UIS.XGDP.23.FSGOV 1.50706 2013 5.0
471 UIS.XGDP.56.FSGOV 0.92638 2013 5.0
472 IT.NET.USER.P2 79.778791 2016 2.0
473 ACC.IT.EL 593047.0 NaN NaN
check 1 ISR
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.043103315090820486
check 6, score entree 0 0
check 7, score sortie 0.06465497263623073 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03340342237080057
check 6, score entree 0.06465497263623073 1
check 7, score sortie 0.11476010619243159 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.5756638893058454]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.5756638893058454], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.09905886038595]
check 3 cas 1, score inves, entrée [array([3.5756638893058454], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.09905886038595], dtype=object), array([3.5756638893058454], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0640097217988825
check 6, score entree 0.11476010619243159 5
check 7, score sortie 0.21077468889075535 5
check fin score diff 0.3837361374845898
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.2328746439096479
check 0 PAYS CODE PAYS INDICATEUR_N \
474 Italy ITA Nombre d'inscription au lycée
475 Italy ITA Nombre d'inscription à l'université
476 Italy ITA Nb élèves accès internet
477 Italy ITA Dépenses du gouvernement dédiées au cycle seco...
478 Italy ITA Dépenses du gouvernement dédiées au cycle tert...
479 Italy ITA Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
474 UIS.E.3 2780440.0 2013 5.0
475 SE.TER.ENRL 1826477.0 2015 3.0
476 ACC.IT.EL 2825157.0 NaN NaN
477 UIS.XGDP.23.FSGOV 1.75346 2012 6.0
478 UIS.XGDP.56.FSGOV 0.8014 2011 7.0
479 IT.NET.USER.P2 61.324253 2016 2.0
check 1 ITA
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.25169033287503584
check 6, score entree 0 0
check 7, score sortie 0.37753549931255376 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.21056041019758762
check 6, score entree 0.37753549931255376 1
check 7, score sortie 0.6933761146089352 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.30492948047653134
check 6, score entree 0.6933761146089352 2
check 7, score sortie 1.1507703353237322 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.327105914590736]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.327105914590736], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.2339830124916435]
check 3 cas 1, score inves, entrée [array([3.327105914590736], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.2339830124916435], dtype=object), array([3.327105914590736], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.378054446354119
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.4316648471655002
check 0 PAYS CODE PAYS INDICATEUR_N \
480 Jamaica JAM Nombre d'utilisateurs d'internet (%)
481 Jamaica JAM Nb élèves accès internet
482 Jamaica JAM Nombre d'inscription à l'université
483 Jamaica JAM Nombre d'inscription au lycée
484 Jamaica JAM Dépenses du gouvernement dédiées au cycle seco...
485 Jamaica JAM Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
480 IT.NET.USER.P2 45.0 2016 2.0
481 ACC.IT.EL 73079.0 NaN NaN
482 SE.TER.ENRL 74537.0 2015 5.0
483 UIS.E.3 87860.0 2014 5.0
484 UIS.XGDP.23.FSGOV 1.89516 2014 5.0
485 UIS.XGDP.56.FSGOV 1.05398 2014 5.0
check 1 JAM
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.007887682526579738
check 6, score entree 0 1
check 7, score sortie 0.011831523789869607 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00857134002524212
check 6, score entree 0.011831523789869607 2
check 7, score sortie 0.024688533827732787 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.007922293783934015
check 6, score entree 0.024688533827732787 3
check 7, score sortie 0.03657197450363381 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.1841649938176257]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.1841649938176257], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.961306200221315]
check 3 cas 1, score inves, entrée [array([1.1841649938176257], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.961306200221315], dtype=object), array([1.1841649938176257], dtype=object)]
check fin score diff 0.15727355970194706
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.10507351791608104
check 0 PAYS CODE PAYS INDICATEUR_N \
486 Japan JPN Nombre d'utilisateurs d'internet (%)
487 Japan JPN Nombre d'inscription à l'université
488 Japan JPN Nb élèves accès internet
489 Japan JPN Nombre d'inscription au lycée
490 Japan JPN Dépenses du gouvernement dédiées au cycle seco...
491 Japan JPN Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
486 IT.NET.USER.P2 92.0 2016 2.0
487 SE.TER.ENRL 3862460.0 2014 4.0
488 ACC.IT.EL 6941749.0 NaN NaN
489 UIS.E.3 3682920.0 2013 5.0
490 UIS.XGDP.23.FSGOV 1.42258 2014 5.0
491 UIS.XGDP.56.FSGOV 0.78129 2014 5.0
check 1 JPN
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.4452980798990057
check 6, score entree 0 1
check 7, score sortie 0.6679471198485085 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.749248242192728
check 6, score entree 0.6679471198485085 2
check 7, score sortie 1.7918194831376006 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.33339478730867855
check 6, score entree 1.7918194831376006 3
check 7, score sortie 2.2919116641006188 3
UIS.XGDP.23.FSGOV
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.660883814452366]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.660883814452366], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.255693100395847]
check 3 cas 1, score inves, entrée [array([3.660883814452366], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.255693100395847], dtype=object), array([3.660883814452366], dtype=object)]
check fin score diff 0.3958288457424107
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.6782426616687296
check 0 PAYS CODE PAYS INDICATEUR_N \
492 Jordan JOR Nb élèves accès internet
493 Jordan JOR Nombre d'utilisateurs d'internet (%)
494 Jordan JOR Nombre d'inscription au lycée
495 Jordan JOR Nombre d'inscription à l'université
496 Jordan JOR Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
492 ACC.IT.EL 328038.0 NaN NaN
493 IT.NET.USER.P2 62.302193 2016 2.0
494 UIS.E.3 213778.0 2012 7.0
495 SE.TER.ENRL 312750.0 2015 5.0
496 UIS.XGDP.23.FSGOV 1.75315 2011 8.0
check 1 JOR
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.035406335618360464
check 6, score entree 0 0
check 7, score sortie 0.0531095034275407 0
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.019322060530427475
check 6, score entree 0.0531095034275407 2
check 7, score sortie 0.08209259422318191 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.036035991995609216
check 6, score entree 0.08209259422318191 3
check 7, score sortie 0.13614658221659573 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.3274186934938998]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.3274186934938998], dtype=object)]
check fin score diff 0.13274186934939
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.12104009607786931
check 0 PAYS CODE PAYS INDICATEUR_N \
497 Kazakhstan KAZ Nombre d'inscription à l'université
498 Kazakhstan KAZ Dépenses du gouvernement dédiées au cycle seco...
499 Kazakhstan KAZ Nombre d'inscription au lycée
500 Kazakhstan KAZ Nb élèves accès internet
501 Kazakhstan KAZ Dépenses du gouvernement dédiées au cycle tert...
502 Kazakhstan KAZ Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
497 SE.TER.ENRL 623534.0 2016 6.0
498 UIS.XGDP.23.FSGOV 1.90883 2014 12.0
499 UIS.E.3 469946.0 2015 7.0
500 ACC.IT.EL 839793.0 NaN NaN
501 UIS.XGDP.56.FSGOV 0.39475 2014 7.0
502 IT.NET.USER.P2 76.8 2016 2.0
check 1 KAZ
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0718676821131031
check 6, score entree 0 0
check 7, score sortie 0.10780152316965465 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.1703751840665026]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.1703751840665026], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.04251378409588862
check 6, score entree 0.10780152316965465 2
check 7, score sortie 0.17157219931348758 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.09064191589983413
check 6, score entree 0.17157219931348758 3
check 7, score sortie 0.3075350731632388 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.672988607715184]
check 3 cas 1, score inves, entrée [array([1.1703751840665026], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.672988607715184], dtype=object), array([1.1703751840665026], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.19216818958908433
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.1701496303728347
check 0 PAYS CODE PAYS INDICATEUR_N \
503 Kenya KEN Nombre d'inscription à l'université
504 Kenya KEN Nombre d'inscription au lycée
505 Kenya KEN Dépenses du gouvernement dédiées au cycle seco...
506 Kenya KEN Dépenses du gouvernement dédiées au cycle tert...
507 Kenya KEN Nombre d'utilisateurs d'internet (%)
508 Kenya KEN Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
503 SE.TER.ENRL 167983.0 2009 12.0
504 UIS.E.3 1914823.0 2012 8.0
505 UIS.XGDP.23.FSGOV 1.52824 2006 13.0
506 UIS.XGDP.56.FSGOV 1.0869 2006 13.0
507 IT.NET.USER.P2 26.0 2016 2.0
508 ACC.IT.EL 541530.0 NaN NaN
check 1 KEN
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.019345151143959082
check 6, score entree 0 0
check 7, score sortie 0.02901772671593862 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.17332320592099093
check 6, score entree 0.02901772671593862 1
check 7, score sortie 0.289002535597425 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.05844930443244606
check 6, score entree 0.289002535597425 5
check 7, score sortie 0.3766764922460941 5
check fin score diff 0.0
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.1014205302651264
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
509 Kiribati KIR Nb élèves accès internet ACC.IT.EL
510 Kiribati KIR Nombre d'inscription au lycée UIS.E.3
511 Kiribati KIR Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
509 651.0 NaN NaN
510 4752.0 2008 10.0
511 13.7 2016 2.0
check 1 KIR
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 7.026480007667606e-05
check 6, score entree 0 0
check 7, score sortie 0.00010539720011501409 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.000398255800741949
check 6, score entree 0.00010539720011501409 1
check 7, score sortie 0.0007027809012279376 1
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.0427027193406868
check 0 PAYS CODE PAYS \
512 Korea, Dem. People’s Rep. PRK
513 Korea, Dem. People’s Rep. PRK
514 Korea, Dem. People’s Rep. PRK
515 Korea, Dem. People’s Rep. PRK
INDICATEUR_N INDICATEUR MAJ \
512 Nombre d'inscription à l'université SE.TER.ENRL 565350.0
513 Nombre d'inscription au lycée UIS.E.3 1245086.0
514 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2 0.0
515 Nb élèves accès internet ACC.IT.EL 0.0
ANNÉE_MAJ NB_NAN
512 2015 11.0
513 2009 13.0
514 2012 6.0
515 NaN NaN
check 1 PRK
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0651593861332706
check 6, score entree 0 0
check 7, score sortie 0.0977390791999059 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.11268973349054975
check 6, score entree 0.0977390791999059 1
check 7, score sortie 0.2667736794357305 1
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0
check 6, score entree 0.2667736794357305 3
check 7, score sortie 0.2667736794357305 3
check fin score diff nan
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 1 0.078036953071432
check 0 PAYS CODE PAYS INDICATEUR_N \
516 Korea, Rep. KOR Nb élèves accès internet
517 Korea, Rep. KOR Nombre d'utilisateurs d'internet (%)
518 Korea, Rep. KOR Dépenses du gouvernement dédiées au cycle seco...
519 Korea, Rep. KOR Dépenses du gouvernement dédiées au cycle tert...
520 Korea, Rep. KOR Nombre d'inscription à l'université
521 Korea, Rep. KOR Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
516 ACC.IT.EL 4795258.0 NaN NaN
517 IT.NET.USER.P2 92.716545 2016 2.0
518 UIS.XGDP.23.FSGOV 1.76772 2013 7.0
519 UIS.XGDP.56.FSGOV 0.86418 2013 7.0
520 SE.TER.ENRL 3268099.0 2015 3.0
521 UIS.E.3 1903857.0 2013 5.0
check 1 KOR
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.5175696538956704
check 6, score entree 0 0
check 7, score sortie 0.7763544808435057 0
IT.NET.USER.P2
nope
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.312721091378303]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.312721091378303], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.1662078231641235]
check 3 cas 1, score inves, entrée [array([3.312721091378303], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.1662078231641235], dtype=object), array([3.312721091378303], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.376771517495781
check 6, score entree 0.7763544808435057 4
check 7, score sortie 1.341511757087177 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.17233041821675446
check 6, score entree 1.341511757087177 5
check 7, score sortie 1.6000073844123088 5
check fin score diff 0.3739464457271213
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.5263731553488149
check 0 PAYS CODE PAYS INDICATEUR_N \
522 Kuwait KWT Nombre d'inscription à l'université
523 Kuwait KWT Nombre d'inscription au lycée
524 Kuwait KWT Dépenses du gouvernement dédiées au cycle seco...
525 Kuwait KWT Dépenses du gouvernement dédiées au cycle tert...
526 Kuwait KWT Nombre d'utilisateurs d'internet (%)
527 Kuwait KWT Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
522 SE.TER.ENRL 71786.0 2013 13.0
523 UIS.E.3 108681.0 2012 6.0
524 UIS.XGDP.23.FSGOV 1.9549 2011 10.0
525 UIS.XGDP.56.FSGOV 1.22579 2006 12.0
526 IT.NET.USER.P2 78.367384 2016 2.0
527 ACC.IT.EL 141427.0 NaN NaN
check 1 KWT
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.008254164818303456
check 6, score entree 0 0
check 7, score sortie 0.012381247227455185 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.009807286743072028
check 6, score entree 0.012381247227455185 1
check 7, score sortie 0.027092177342063227 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.123901722607863]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.123901722607863], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.775825901091713]
check 3 cas 1, score inves, entrée [array([3.123901722607863], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.775825901091713], dtype=object), array([3.123901722607863], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.015264730999146029
check 6, score entree 0.027092177342063227 5
check 7, score sortie 0.04998927384078227 5
check fin score diff 0.3449863811849788
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.19042035213314065
check 0 PAYS CODE PAYS \
528 Kyrgyz Republic KGZ
529 Kyrgyz Republic KGZ
530 Kyrgyz Republic KGZ
531 Kyrgyz Republic KGZ
532 Kyrgyz Republic KGZ
533 Kyrgyz Republic KGZ
INDICATEUR_N INDICATEUR \
528 Nb élèves accès internet ACC.IT.EL
529 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
530 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
531 Nombre d'inscription au lycée UIS.E.3
532 Nombre d'inscription à l'université SE.TER.ENRL
533 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
528 153055.0 NaN NaN
529 3.68646 2013 13.0
530 0.86629 2013 6.0
531 178254.0 2014 5.0
532 265382.0 2015 3.0
533 34.5 2016 2.0
check 1 KGZ
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves)
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.016519783372865828
check 6, score entree 0 0
check 7, score sortie 0.02477967505929874 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.163929998090112]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([1.163929998090112], dtype=object), 0]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01610595708292645
check 6, score entree 0.02477967505929874 3
check 7, score sortie 0.04893861068368842 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03057472147497286
check 6, score entree 0.04893861068368842 4
check 7, score sortie 0.0948006928961477 4
IT.NET.USER.P2
nope
check fin score diff 0.05819649990450561
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.07510578570226667
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
534 Lao PDR LAO Nb élèves accès internet ACC.IT.EL
535 Lao PDR LAO Nombre d'inscription à l'université SE.TER.ENRL
536 Lao PDR LAO Nombre d'inscription au lycée UIS.E.3
537 Lao PDR LAO Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
534 67729.0 NaN NaN
535 130191.0 2015 3.0
536 179495.0 2014 4.0
537 21.87 2016 2.0
check 1 LAO
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.007310237548991079
check 6, score entree 0 0
check 7, score sortie 0.010965356323486618 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.014987940885643569
check 6, score entree 0.010965356323486618 1
check 7, score sortie 0.03344726765195197 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.016218308855765907
check 6, score entree 0.03344726765195197 2
check 7, score sortie 0.05777473093560083 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.054845687433106555
check 0 PAYS CODE PAYS INDICATEUR_N \
538 Latvia LVA Nombre d'utilisateurs d'internet (%)
539 Latvia LVA Nombre d'inscription à l'université
540 Latvia LVA Nombre d'inscription au lycée
541 Latvia LVA Nb élèves accès internet
542 Latvia LVA Dépenses du gouvernement dédiées au cycle tert...
543 Latvia LVA Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
538 IT.NET.USER.P2 79.889371 2016 2.0
539 SE.TER.ENRL 85881.0 2015 3.0
540 UIS.E.3 66755.0 2014 4.0
541 ACC.IT.EL 121940.0 NaN NaN
542 UIS.XGDP.56.FSGOV 0.95608 2013 6.0
543 UIS.XGDP.23.FSGOV 1.60871 2013 6.0
check 1 LVA
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.009879240987623873
check 6, score entree 0 1
check 7, score sortie 0.014818861481435809 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0060115893796014765
check 6, score entree 0.014818861481435809 2
check 7, score sortie 0.023836245550838023 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.01316142814339459
check 6, score entree 0.023836245550838023 3
check 7, score sortie 0.04357838776592991 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.066995700715367]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.066995700715367], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.4731236369849032]
check 3 cas 1, score inves, entrée [array([4.066995700715367], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.4731236369849032], dtype=object), array([4.066995700715367], dtype=object)]
check fin score diff 0.37700596688501353
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1958690116278603
check 0 PAYS CODE PAYS INDICATEUR_N \
544 Lebanon LBN Nombre d'utilisateurs d'internet (%)
545 Lebanon LBN Dépenses du gouvernement dédiées au cycle tert...
546 Lebanon LBN Dépenses du gouvernement dédiées au cycle seco...
547 Lebanon LBN Nb élèves accès internet
548 Lebanon LBN Nombre d'inscription au lycée
549 Lebanon LBN Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
544 IT.NET.USER.P2 76.11 2016 2.0
545 UIS.XGDP.56.FSGOV 0.73943 2013 5.0
546 UIS.XGDP.23.FSGOV 0.43972 2013 12.0
547 ACC.IT.EL 294340.0 NaN NaN
548 UIS.E.3 170262.0 2013 5.0
549 SE.TER.ENRL 216468.0 2015 3.0
check 1 LBN
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL', 'UIS.E.3', 'SE.TER.ENRL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.3008837239312045]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.3008837239312045], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.6523517206582556]
check 3 cas 1, score inves, entrée [array([2.3008837239312045], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.6523517206582556], dtype=object), array([2.3008837239312045], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0317691877950366
check 6, score entree 0 3
check 7, score sortie 0.04765378169255491 3
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.015382415287170678
check 6, score entree 0.04765378169255491 4
check 7, score sortie 0.07072740462331092 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.024935205636296816
check 6, score entree 0.07072740462331092 5
check 7, score sortie 0.10813021307775615 5
check fin score diff 0.247661772229473
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.13953020963983598
check 0 PAYS CODE PAYS INDICATEUR_N \
550 Lesotho LSO Nombre d'inscription au lycée
551 Lesotho LSO Dépenses du gouvernement dédiées au cycle tert...
552 Lesotho LSO Nombre d'utilisateurs d'internet (%)
553 Lesotho LSO Nb élèves accès internet
554 Lesotho LSO Nombre d'inscription à l'université
555 Lesotho LSO Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
550 UIS.E.3 37727.0 2014 4.0
551 UIS.XGDP.56.FSGOV 4.72333 2008 11.0
552 IT.NET.USER.P2 27.36 2016 2.0
553 ACC.IT.EL 16764.0 NaN NaN
554 SE.TER.ENRL 23545.0 2014 9.0
555 UIS.XGDP.23.FSGOV 2.66391 2008 11.0
check 1 LSO
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0033835899742963404
check 6, score entree 0 0
check 7, score sortie 0.0050753849614445104 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0018093995522049115
check 6, score entree 0.0050753849614445104 3
check 7, score sortie 0.007789484289751878 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.002692242187286345
check 6, score entree 0.007789484289751878 4
check 7, score sortie 0.011827847570681395 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
check fin score diff 0.0
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.04506975480227264
check 0 PAYS CODE PAYS INDICATEUR_N \
556 Liberia LBR Dépenses du gouvernement dédiées au cycle seco...
557 Liberia LBR Nombre d'utilisateurs d'internet (%)
558 Liberia LBR Dépenses du gouvernement dédiées au cycle tert...
559 Liberia LBR Nombre d'inscription au lycée
560 Liberia LBR Nombre d'inscription à l'université
561 Liberia LBR Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
556 UIS.XGDP.23.FSGOV 0.95103 2012 12.0
557 IT.NET.USER.P2 7.319106 2016 4.0
558 UIS.XGDP.56.FSGOV 0.87038 2012 12.0
559 UIS.E.3 83034.0 2014 12.0
560 SE.TER.ENRL 43883.0 2012 12.0
561 ACC.IT.EL 9289.0 NaN NaN
check 1 LBR
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.13656364634302176]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.13656364634302176], dtype=object)]
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.15951456040109135]
check 3 cas 1, score inves, entrée [array([0.13656364634302176], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.15951456040109135], dtype=object), array([0.13656364634302176], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.007485380282142551
check 6, score entree 0 3
check 7, score sortie 0.011228070423213827 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0050371020050684395
check 6, score entree 0.011228070423213827 4
check 7, score sortie 0.018783723430816485 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0010025955881908508
check 6, score entree 0.018783723430816485 5
check 7, score sortie 0.02028761681310276 5
check fin score diff 0.014803910337205656
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.0287428781170869
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
562 Libya LBY Nombre d'inscription au lycée UIS.E.3
563 Libya LBY Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
564 Libya LBY Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
562 355009.0 2006 12.0
563 20.27216 2016 3.0
564 71968.0 NaN NaN
check 1 LBY
check 2, liste indic ['UIS.E.3', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.032108163052497536
check 6, score entree 0 0
check 7, score sortie 0.04816224457874631 0
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.007767768251794504
check 6, score entree 0.04816224457874631 2
check 7, score sortie 0.059813896956438066 2
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.07655614828860385
check 0 PAYS CODE PAYS \
565 Liechtenstein LIE
566 Liechtenstein LIE
567 Liechtenstein LIE
568 Liechtenstein LIE
569 Liechtenstein LIE
570 Liechtenstein LIE
INDICATEUR_N INDICATEUR \
565 Nombre d'inscription au lycée UIS.E.3
566 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
567 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
568 Nb élèves accès internet ACC.IT.EL
569 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
570 Nombre d'inscription à l'université SE.TER.ENRL
MAJ ANNÉE_MAJ NB_NAN
565 1780.0 2014 5.0
566 1.21229 2011 9.0
567 98.093904 2016 2.0
568 2482.0 NaN NaN
569 0.17467 2007 12.0
570 750.0 2015 4.0
check 1 LIE
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00012919095877671316
check 6, score entree 0 0
check 7, score sortie 0.00019378643816506976 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.873015493168065]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.873015493168065], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0002678912961448694
check 6, score entree 0.00019378643816506976 3
check 7, score sortie 0.0005956233823823738 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.910579536443969]
check 3 cas 1, score inves, entrée [array([3.873015493168065], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.910579536443969], dtype=object), array([3.873015493168065], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 6.410374956666558e-05
check 6, score entree 0.0005956233823823738 5
check 7, score sortie 0.0006917790067323722 5
check fin score diff 0.43917975148060173
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1999726660611349
check 0 PAYS CODE PAYS INDICATEUR_N \
571 Lithuania LTU Nb élèves accès internet
572 Lithuania LTU Nombre d'inscription au lycée
573 Lithuania LTU Nombre d'inscription à l'université
574 Lithuania LTU Dépenses du gouvernement dédiées au cycle seco...
575 Lithuania LTU Dépenses du gouvernement dédiées au cycle tert...
576 Lithuania LTU Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
571 ACC.IT.EL 168882.0 NaN NaN
572 UIS.E.3 86435.0 2014 4.0
573 SE.TER.ENRL 140629.0 2015 3.0
574 UIS.XGDP.23.FSGOV 1.89136 2012 6.0
575 UIS.XGDP.56.FSGOV 1.38212 2012 6.0
576 IT.NET.USER.P2 74.376646 2016 2.0
check 1 LTU
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.01822804910376222
check 6, score entree 0 0
check 7, score sortie 0.027342073655643333 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.007793283891672756
check 6, score entree 0.027342073655643333 1
check 7, score sortie 0.03903199949315247 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.016191385018695468
check 6, score entree 0.03903199949315247 2
check 7, score sortie 0.06331907702119567 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.1879981888646434]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.1879981888646434], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.607057331265807]
check 3 cas 1, score inves, entrée [array([3.1879981888646434], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.607057331265807], dtype=object), array([3.1879981888646434], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.33975277600652254
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.192142947452706
check 0 PAYS CODE PAYS INDICATEUR_N \
577 Luxembourg LUX Nombre d'utilisateurs d'internet (%)
578 Luxembourg LUX Nombre d'inscription au lycée
579 Luxembourg LUX Nombre d'inscription à l'université
580 Luxembourg LUX Dépenses du gouvernement dédiées au cycle seco...
581 Luxembourg LUX Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
577 IT.NET.USER.P2 97.49393 2016 2.0
578 UIS.E.3 24409.0 2013 6.0
579 SE.TER.ENRL 6085.0 2012 10.0
580 UIS.XGDP.23.FSGOV 1.50773 2011 7.0
581 ACC.IT.EL 29730.0 NaN NaN
check 1 LUX
check 2, liste indic ['IT.NET.USER.P2', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0021778680478855023
check 6, score entree 0 1
check 7, score sortie 0.0032668020718282535 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0006791999796712713
check 6, score entree 0.0032668020718282535 2
check 7, score sortie 0.0042856020413351605 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.5749880656088924]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.5749880656088924], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0032088671371422106
check 6, score entree 0.0042856020413351605 4
check 7, score sortie 0.009098902747048476 4
check fin score diff 0.3574988065608893
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1843824913421144
check 0 PAYS CODE PAYS \
582 Macao SAR, China MAC
583 Macao SAR, China MAC
584 Macao SAR, China MAC
585 Macao SAR, China MAC
586 Macao SAR, China MAC
587 Macao SAR, China MAC
INDICATEUR_N INDICATEUR \
582 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
583 Nb élèves accès internet ACC.IT.EL
584 Nombre d'inscription à l'université SE.TER.ENRL
585 Nombre d'inscription au lycée UIS.E.3
586 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
587 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
MAJ ANNÉE_MAJ NB_NAN
582 81.642985 2016 2.0
583 38720.0 NaN NaN
584 30771.0 2015 3.0
585 16655.0 2014 4.0
586 1.13395 2013 12.0
587 0.92544 2013 5.0
check 1 MAC
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004179190566772499
check 6, score entree 0 1
check 7, score sortie 0.006268785850158748 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0035253603426257793
check 6, score entree 0.006268785850158748 2
check 7, score sortie 0.011556826364097416 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0014758731674688003
check 6, score entree 0.011556826364097416 3
check 7, score sortie 0.013770636115300617 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.9520416504612808]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.9520416504612808], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.1000736150800705]
check 3 cas 1, score inves, entrée [array([3.9520416504612808], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.1000736150800705], dtype=object), array([3.9520416504612808], dtype=object)]
check fin score diff 0.4026057632770676
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1949737019983762
check 0 PAYS CODE PAYS INDICATEUR_N \
588 Macedonia, FYR MKD Nombre d'utilisateurs d'internet (%)
589 Macedonia, FYR MKD Nombre d'inscription à l'université
590 Macedonia, FYR MKD Nb élèves accès internet
591 Macedonia, FYR MKD Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
588 IT.NET.USER.P2 72.156814 2016 2.0
589 SE.TER.ENRL 63543.0 2015 4.0
590 ACC.IT.EL 113383.0 NaN NaN
591 UIS.E.3 93590.0 2012 7.0
check 1 MKD
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.007303792142623557
check 6, score entree 0 1
check 7, score sortie 0.010955688213935336 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.012237839980174749
check 6, score entree 0.010955688213935336 2
check 7, score sortie 0.02931244818419746 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.008441049350710866
check 6, score entree 0.02931244818419746 3
check 7, score sortie 0.04197402221026376 3
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.07276043025750294
check 0 PAYS CODE PAYS INDICATEUR_N \
592 Madagascar MDG Nombre d'utilisateurs d'internet (%)
593 Madagascar MDG Dépenses du gouvernement dédiées au cycle tert...
594 Madagascar MDG Dépenses du gouvernement dédiées au cycle seco...
595 Madagascar MDG Nombre d'inscription au lycée
596 Madagascar MDG Nombre d'inscription à l'université
597 Madagascar MDG Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
592 IT.NET.USER.P2 4.713663 2016 2.0
593 UIS.XGDP.56.FSGOV 0.41528 2012 7.0
594 UIS.XGDP.23.FSGOV 0.52853 2012 7.0
595 UIS.E.3 342159.0 2014 6.0
596 SE.TER.ENRL 113025.0 2014 4.0
597 ACC.IT.EL 21456.0 NaN NaN
check 1 MDG
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.650825097556566]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.650825097556566], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.5627639241101692]
check 3 cas 1, score inves, entrée [array([0.650825097556566], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.5627639241101692], dtype=object), array([0.650825097556566], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.030944810690703026
check 6, score entree 0 3
check 7, score sortie 0.04641721603605454 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.013008795265029573
check 6, score entree 0.04641721603605454 4
check 7, score sortie 0.0659304089335989 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0023158241942321986
check 6, score entree 0.0659304089335989 5
check 7, score sortie 0.0694041452249472 5
check fin score diff 0.06067945108333677
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.04895395666133701
check 0 PAYS CODE PAYS INDICATEUR_N \
598 Malawi MWI Nombre d'utilisateurs d'internet (%)
599 Malawi MWI Nombre d'inscription au lycée
600 Malawi MWI Dépenses du gouvernement dédiées au cycle seco...
601 Malawi MWI Dépenses du gouvernement dédiées au cycle tert...
602 Malawi MWI Nombre d'inscription à l'université
603 Malawi MWI Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
598 IT.NET.USER.P2 9.614097 2016 2.0
599 UIS.E.3 164267.0 2014 4.0
600 UIS.XGDP.23.FSGOV 1.69641 2014 10.0
601 UIS.XGDP.56.FSGOV 1.48207 2014 10.0
602 SE.TER.ENRL 12203.0 2011 9.0
603 ACC.IT.EL 16966.0 NaN NaN
check 1 MWI
check 2, liste indic ['IT.NET.USER.P2', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01483966840709612
check 6, score entree 0 1
check 7, score sortie 0.022259502610644178 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.001384571813931811
check 6, score entree 0.022259502610644178 4
check 7, score sortie 0.024336360331541896 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0018312021476204086
check 6, score entree 0.024336360331541896 5
check 7, score sortie 0.02708316355297251 5
check fin score diff 0.0
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.027038970968717553
check 0 PAYS CODE PAYS INDICATEUR_N \
604 Malaysia MYS Nombre d'inscription à l'université
605 Malaysia MYS Nombre d'inscription au lycée
606 Malaysia MYS Dépenses du gouvernement dédiées au cycle seco...
607 Malaysia MYS Dépenses du gouvernement dédiées au cycle tert...
608 Malaysia MYS Nombre d'utilisateurs d'internet (%)
609 Malaysia MYS Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
604 SE.TER.ENRL 817587.0 2015 3.0
605 UIS.E.3 1563049.0 2014 4.0
606 UIS.XGDP.23.FSGOV 2.08029 2013 7.0
607 UIS.XGDP.56.FSGOV 2.07256 2013 8.0
608 IT.NET.USER.P2 78.78831 2016 2.0
609 ACC.IT.EL 1875663.0 NaN NaN
check 1 MYS
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.09424092836249187
check 6, score entree 0 0
check 7, score sortie 0.1413613925437378 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.14147595971726318
check 6, score entree 0.1413613925437378 1
check 7, score sortie 0.35357533211963255 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.9974135012558807]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.9974135012558807], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.8616815931805708]
check 3 cas 1, score inves, entrée [array([0.9974135012558807], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.8616815931805708], dtype=object), array([0.9974135012558807], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.20244713626147226
check 6, score entree 0.35357533211963255 5
check 7, score sortie 0.6572460365118409 5
check fin score diff 0.09295475472182257
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.22344697685822626
check 0 PAYS CODE PAYS INDICATEUR_N \
610 Maldives MDV Nombre d'inscription à l'université
611 Maldives MDV Dépenses du gouvernement dédiées au cycle seco...
612 Maldives MDV Dépenses du gouvernement dédiées au cycle tert...
613 Maldives MDV Nb élèves accès internet
614 Maldives MDV Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
610 SE.TER.ENRL 6089.0 2014 11.0
611 UIS.XGDP.23.FSGOV 1.91331 2008 12.0
612 UIS.XGDP.56.FSGOV 0.48619 2012 12.0
613 ACC.IT.EL 3598.0 NaN NaN
614 IT.NET.USER.P2 59.09259 2016 2.0
check 1 MDV
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0006796611577257078
check 6, score entree 0 0
check 7, score sortie 0.0010194917365885618 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.1658559437897413]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.1658559437897413], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.574273084464391]
check 3 cas 1, score inves, entrée [array([1.1658559437897413], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.574273084464391], dtype=object), array([1.1658559437897413], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0003883452391334569
check 6, score entree 0.0010194917365885618 3
check 7, score sortie 0.0016020095952887473 3
IT.NET.USER.P2
nope
check fin score diff 0.1870064514127066
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.10395924702297774
check 0 PAYS CODE PAYS INDICATEUR_N \
615 Mali MLI Nombre d'inscription au lycée
616 Mali MLI Nb élèves accès internet
617 Mali MLI Nombre d'inscription à l'université
618 Mali MLI Dépenses du gouvernement dédiées au cycle seco...
619 Mali MLI Dépenses du gouvernement dédiées au cycle tert...
620 Mali MLI Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
615 UIS.E.3 313860.0 2014 5.0
616 ACC.IT.EL 45687.0 NaN NaN
617 SE.TER.ENRL 97278.0 2012 9.0
618 UIS.XGDP.23.FSGOV 1.48347 2014 7.0
619 UIS.XGDP.56.FSGOV 0.93859 2014 7.0
620 IT.NET.USER.P2 11.112186 2016 2.0
check 1 MLI
check 2, liste indic ['UIS.E.3', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02838281003028102
check 6, score entree 0 0
check 7, score sortie 0.042574215045421526 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004931164241325805
check 6, score entree 0.042574215045421526 1
check 7, score sortie 0.04997096140741023 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.011193252559226907
check 6, score entree 0.04997096140741023 2
check 7, score sortie 0.06676084024625059 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.08587734490779086]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([0.08587734490779086], dtype=object), 0]
IT.NET.USER.P2
nope
check fin score diff 0.004293867245389544
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.03639461861524258
check 0 PAYS CODE PAYS INDICATEUR_N \
621 Malta MLT Nb élèves accès internet
622 Malta MLT Nombre d'inscription à l'université
623 Malta MLT Nombre d'inscription au lycée
624 Malta MLT Dépenses du gouvernement dédiées au cycle seco...
625 Malta MLT Dépenses du gouvernement dédiées au cycle tert...
626 Malta MLT Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
621 ACC.IT.EL 23677.0 NaN NaN
622 SE.TER.ENRL 13216.0 2015 3.0
623 UIS.E.3 17418.0 2014 5.0
624 UIS.XGDP.23.FSGOV 3.14766 2012 8.0
625 UIS.XGDP.56.FSGOV 1.49879 2012 8.0
626 IT.NET.USER.P2 77.289395 2016 2.0
check 1 MLT
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0025555448101619955
check 6, score entree 0 0
check 7, score sortie 0.0038333172152429933 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0015013651562178403
check 6, score entree 0.0038333172152429933 1
check 7, score sortie 0.006085364949569754 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0015449500431146534
check 6, score entree 0.006085364949569754 2
check 7, score sortie 0.008402790014241733 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.9206955163817634]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.9206955163817634], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.481104331344317]
check 3 cas 1, score inves, entrée [array([1.9206955163817634], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.481104331344317], dtype=object), array([1.9206955163817634], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.270089992386304
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.16563676221288204
check 0 PAYS CODE PAYS INDICATEUR_N \
627 Marshall Islands MHL Nombre d'utilisateurs d'internet (%)
628 Marshall Islands MHL Nombre d'inscription au lycée
629 Marshall Islands MHL Nombre d'inscription à l'université
630 Marshall Islands MHL Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
627 IT.NET.USER.P2 29.787779 2016 2.0
628 UIS.E.3 3044.0 2009 9.0
629 SE.TER.ENRL 1330.0 2012 13.0
630 ACC.IT.EL 1303.0 NaN NaN
check 1 MHL
check 2, liste indic ['IT.NET.USER.P2', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00024362499654389288
check 6, score entree 0 1
check 7, score sortie 0.0003654374948158393 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0001309745674599498
check 6, score entree 0.0003654374948158393 2
check 7, score sortie 0.000561899346005764 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0001406375337940229
check 6, score entree 0.000561899346005764 3
check 7, score sortie 0.0007728556466967984 3
check fin score diff nan
check fin score revenu entrée 3
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves)
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06399422460568019
check 0 PAYS CODE PAYS INDICATEUR_N \
631 Mauritania MRT Nb élèves accès internet
632 Mauritania MRT Nombre d'inscription à l'université
633 Mauritania MRT Nombre d'inscription au lycée
634 Mauritania MRT Dépenses du gouvernement dédiées au cycle seco...
635 Mauritania MRT Dépenses du gouvernement dédiées au cycle tert...
636 Mauritania MRT Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
631 ACC.IT.EL 12797.0 NaN NaN
632 SE.TER.ENRL 20280.0 2016 3.0
633 UIS.E.3 50815.0 2014 5.0
634 UIS.XGDP.23.FSGOV 0.76433 2013 8.0
635 UIS.XGDP.56.FSGOV 0.3793 2013 9.0
636 IT.NET.USER.P2 18.0 2016 2.0
check 1 MRT
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0013812267996639379
check 6, score entree 0 0
check 7, score sortie 0.002071840199495907 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.002315805600352598
check 6, score entree 0.002071840199495907 1
check 7, score sortie 0.005545548600024804 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.004568489251429923
check 6, score entree 0.005545548600024804 2
check 7, score sortie 0.01239828247716969 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.3248987549661988]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.3248987549661988], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.6896679060508577]
check 3 cas 1, score inves, entrée [array([1.3248987549661988], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.6896679060508577], dtype=object), array([1.3248987549661988], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.15072833305085284
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.07726098202723883
check 0 PAYS CODE PAYS INDICATEUR_N \
637 Mauritius MUS Nombre d'inscription à l'université
638 Mauritius MUS Nombre d'inscription au lycée
639 Mauritius MUS Dépenses du gouvernement dédiées au cycle seco...
640 Mauritius MUS Dépenses du gouvernement dédiées au cycle tert...
641 Mauritius MUS Nombre d'utilisateurs d'internet (%)
642 Mauritius MUS Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
637 SE.TER.ENRL 37871.0 2015 3.0
638 UIS.E.3 67825.0 2014 4.0
639 UIS.XGDP.23.FSGOV 3.07166 2014 5.0
640 UIS.XGDP.56.FSGOV 0.35187 2014 5.0
641 IT.NET.USER.P2 53.226178 2016 2.0
642 ACC.IT.EL 56258.0 NaN NaN
check 1 MUS
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.004343951389250466
check 6, score entree 0 0
check 7, score sortie 0.006515927083875698 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00610845996536958
check 6, score entree 0.006515927083875698 1
check 7, score sortie 0.01567861703193007 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.7192804041789183]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([2.7192804041789183], dtype=object), 0]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.006072130756856592
check 6, score entree 0.01567861703193007 5
check 7, score sortie 0.024786813167214955 5
check fin score diff 0.1359640202089459
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.09803209220769382
check 0 PAYS CODE PAYS INDICATEUR_N \
643 Mexico MEX Nombre d'inscription à l'université
644 Mexico MEX Dépenses du gouvernement dédiées au cycle tert...
645 Mexico MEX Dépenses du gouvernement dédiées au cycle seco...
646 Mexico MEX Nombre d'utilisateurs d'internet (%)
647 Mexico MEX Nb élèves accès internet
648 Mexico MEX Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
643 SE.TER.ENRL 3419391.0 2014 4.0
644 UIS.XGDP.56.FSGOV 0.93421 2011 7.0
645 UIS.XGDP.23.FSGOV 1.58041 2011 7.0
646 IT.NET.USER.P2 59.540446 2016 2.0
647 ACC.IT.EL 4823805.0 NaN NaN
648 UIS.E.3 4682336.0 2014 4.0
check 1 MEX
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.E.3']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.3942146550487306
check 6, score entree 0 0
check 7, score sortie 0.5913219825730959 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.0906058315243254]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.0906058315243254], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.5016715362750306]
check 3 cas 1, score inves, entrée [array([2.0906058315243254], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.5016715362750306], dtype=object), array([2.0906058315243254], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.5206508355358992
check 6, score entree 0.5913219825730959 4
check 7, score sortie 1.3722982358769447 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.42387517361336496
check 6, score entree 1.3722982358769447 5
check 7, score sortie 2.008110996296992 5
check fin score diff 0.17961386838996782
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.5293031626993531
check 0 PAYS CODE PAYS INDICATEUR_N \
649 Micronesia, Fed. Sts. FSM Nombre d'inscription au lycée
650 Micronesia, Fed. Sts. FSM Nombre d'utilisateurs d'internet (%)
651 Micronesia, Fed. Sts. FSM Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
649 UIS.E.3 8117.0 2005 13.0
650 IT.NET.USER.P2 33.352163 2016 2.0
651 ACC.IT.EL 2707.0 NaN NaN
check 1 FSM
check 2, liste indic ['UIS.E.3', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.000702900212993974
check 6, score entree 0 0
check 7, score sortie 0.001054350319490961 0
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00029217636529579427
check 6, score entree 0.001054350319490961 2
check 7, score sortie 0.0014926148674346523 2
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.042870769120730776
check 0 PAYS CODE PAYS INDICATEUR_N \
652 Moldova MDA Nombre d'inscription à l'université
653 Moldova MDA Nombre d'inscription au lycée
654 Moldova MDA Dépenses du gouvernement dédiées au cycle seco...
655 Moldova MDA Dépenses du gouvernement dédiées au cycle tert...
656 Moldova MDA Nombre d'utilisateurs d'internet (%)
657 Moldova MDA Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
652 SE.TER.ENRL 109395.0 2015 3.0
653 UIS.E.3 78988.0 2014 4.0
654 UIS.XGDP.23.FSGOV 2.67495 2014 7.0
655 UIS.XGDP.56.FSGOV 1.28686 2014 6.0
656 IT.NET.USER.P2 70.999999 2016 2.0
657 ACC.IT.EL 133751.0 NaN NaN
check 1 MDA
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.012590276180628501
check 6, score entree 0 0
check 7, score sortie 0.01888541427094275 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.007119082721378304
check 6, score entree 0.01888541427094275 1
check 7, score sortie 0.029564038353010205 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.7098968317498815]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([0.7098968317498815], dtype=object), 0]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.014436232373357142
check 6, score entree 0.029564038353010205 5
check 7, score sortie 0.05121838691304592 5
check fin score diff 0.03549484158749407
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.061002814574582974
check 0 PAYS CODE PAYS INDICATEUR_N \
658 Monaco MCO Nb élèves accès internet
659 Monaco MCO Nombre d'utilisateurs d'internet (%)
660 Monaco MCO Dépenses du gouvernement dédiées au cycle seco...
661 Monaco MCO Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
658 ACC.IT.EL 1281.0 NaN NaN
659 IT.NET.USER.P2 95.208178 2016 2.0
660 UIS.XGDP.23.FSGOV 0.41963 2014 8.0
661 UIS.E.3 1345.0 2014 7.0
check 1 MCO
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.23.FSGOV', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00013826299369926577
check 6, score entree 0 0
check 7, score sortie 0.00020739449054889866 0
IT.NET.USER.P2
nope
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [4.6726176831374735]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.6726176831374735], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 8.980899166538154e-05
check 6, score entree 0.00020739449054889866 3
check 7, score sortie 0.00034210797804697096 3
check fin score diff 0.4672617683137474
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.2058731651684669
check 0 PAYS CODE PAYS INDICATEUR_N \
662 Mongolia MNG Nombre d'utilisateurs d'internet (%)
663 Mongolia MNG Nb élèves accès internet
664 Mongolia MNG Dépenses du gouvernement dédiées au cycle seco...
665 Mongolia MNG Nombre d'inscription au lycée
666 Mongolia MNG Dépenses du gouvernement dédiées au cycle tert...
667 Mongolia MNG Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
662 IT.NET.USER.P2 22.26577 2016 4.0
663 ACC.IT.EL 66910.0 NaN NaN
664 UIS.XGDP.23.FSGOV 1.40051 2011 12.0
665 UIS.E.3 120964.0 2014 8.0
666 UIS.XGDP.56.FSGOV 0.17642 2011 12.0
667 SE.TER.ENRL 179540.0 2015 3.0
check 1 MNG
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.007221839897281712
check 6, score entree 0 1
check 7, score sortie 0.010832759845922569 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.683147154627409]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.683147154627409], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.010919306747735214
check 6, score entree 0.010832759845922569 3
check 7, score sortie 0.027211719967525392 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.9086902877751015]
check 3 cas 1, score inves, entrée [array([0.683147154627409], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.9086902877751015], dtype=object), array([0.683147154627409], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.020677609837739575
check 6, score entree 0.027211719967525392 5
check 7, score sortie 0.05822813472413475 5
check fin score diff 0.12959187212012555
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.08251489507324687
check 0 PAYS CODE PAYS INDICATEUR_N \
668 Montenegro MNE Nb élèves accès internet
669 Montenegro MNE Nombre d'inscription à l'université
670 Montenegro MNE Nombre d'utilisateurs d'internet (%)
671 Montenegro MNE Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
668 ACC.IT.EL 37142.0 NaN NaN
669 SE.TER.ENRL 23786.0 2010 8.0
670 IT.NET.USER.P2 69.881647 2016 2.0
671 UIS.E.3 29364.0 2015 5.0
check 1 MNE
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004008871281794012
check 6, score entree 0 0
check 7, score sortie 0.006013306922691019 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves)
1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0027200281650661406
check 6, score entree 0.006013306922691019 1
check 7, score sortie 0.01009334917029023 1
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.002626460339923774
check 6, score entree 0.01009334917029023 3
check 7, score sortie 0.014033039680175892 3
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06681554035748424
check 0 PAYS CODE PAYS INDICATEUR_N \
672 Morocco MAR Nombre d'utilisateurs d'internet (%)
673 Morocco MAR Dépenses du gouvernement dédiées au cycle tert...
674 Morocco MAR Dépenses du gouvernement dédiées au cycle seco...
675 Morocco MAR Nombre d'inscription au lycée
676 Morocco MAR Nombre d'inscription à l'université
677 Morocco MAR Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
672 IT.NET.USER.P2 58.271236 2016 2.0
673 UIS.XGDP.56.FSGOV 1.06177 2009 13.0
674 UIS.XGDP.23.FSGOV 2.70108 2013 5.0
675 UIS.E.3 983515.0 2013 5.0
676 SE.TER.ENRL 877404.0 2015 3.0
677 ACC.IT.EL 1084380.0 NaN NaN
check 1 MAR
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.9528964126504027]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.9528964126504027], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.9528964126504027], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.9528964126504027], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.08900885873358855
check 6, score entree 0 3
check 7, score sortie 0.13351328810038282 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.10113750028304805
check 6, score entree 0.13351328810038282 4
check 7, score sortie 0.2852195385249549 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.11704108127057755
check 6, score entree 0.2852195385249549 5
check 7, score sortie 0.46078116043082123 5
check fin score diff 0.04764482063252014
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.15072893214113647
check 0 PAYS CODE PAYS INDICATEUR_N \
678 Mozambique MOZ Nombre d'utilisateurs d'internet (%)
679 Mozambique MOZ Dépenses du gouvernement dédiées au cycle tert...
680 Mozambique MOZ Dépenses du gouvernement dédiées au cycle seco...
681 Mozambique MOZ Nombre d'inscription au lycée
682 Mozambique MOZ Nombre d'inscription à l'université
683 Mozambique MOZ Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
678 IT.NET.USER.P2 17.521239 2016 2.0
679 UIS.XGDP.56.FSGOV 0.88718 2013 11.0
680 UIS.XGDP.23.FSGOV 1.98316 2013 11.0
681 UIS.E.3 163305.0 2014 4.0
682 SE.TER.ENRL 174802.0 2015 3.0
683 ACC.IT.EL 59240.0 NaN NaN
check 1 MOZ
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.141377863265981]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.141377863265981], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.141377863265981], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.141377863265981], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.014752575413162553
check 6, score entree 0 3
check 7, score sortie 0.02212886311974383 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.02013134443225961
check 6, score entree 0.02212886311974383 4
check 7, score sortie 0.05232587976813324 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0063939888733368505
check 6, score entree 0.05232587976813324 5
check 7, score sortie 0.06191686307813852 5
check fin score diff 0.007068893163299051
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.035954416221582464
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
684 Myanmar MMR Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
685 Myanmar MMR Nombre d'inscription à l'université SE.TER.ENRL
686 Myanmar MMR Nb élèves accès internet ACC.IT.EL
687 Myanmar MMR Nombre d'inscription au lycée UIS.E.3
MAJ ANNÉE_MAJ NB_NAN
684 25.073304 2016 2.0
685 634306.0 2012 11.0
686 331687.0 NaN NaN
687 688566.0 2014 7.0
check 1 MMR
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.07310963461370044
check 6, score entree 0 1
check 7, score sortie 0.10966445192055066 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.03580018547316813
check 6, score entree 0.10966445192055066 2
check 7, score sortie 0.16336473013030284 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0623061649002089
check 6, score entree 0.16336473013030284 3
check 7, score sortie 0.2568239774806162 3
check fin score diff nan
check fin score revenu entrée 1
check fin score revenu sortie
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
0.1
check S, cas 1 0.07591999520864175
check 0 PAYS CODE PAYS INDICATEUR_N \
688 Namibia NAM Nombre d'inscription au lycée
689 Namibia NAM Nombre d'inscription à l'université
690 Namibia NAM Dépenses du gouvernement dédiées au cycle seco...
691 Namibia NAM Dépenses du gouvernement dédiées au cycle tert...
692 Namibia NAM Nombre d'utilisateurs d'internet (%)
693 Namibia NAM Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
688 UIS.E.3 33714.0 2007 11.0
689 SE.TER.ENRL 19707.0 2008 11.0
690 UIS.XGDP.23.FSGOV 1.96579 2010 11.0
691 UIS.XGDP.56.FSGOV 1.92755 2010 11.0
692 IT.NET.USER.P2 31.033346 2016 2.0
693 ACC.IT.EL 16579.0 NaN NaN
check 1 NAM
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0030202800110370903
check 6, score entree 0 0
check 7, score sortie 0.004530420016555636 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.002249741844054578
check 6, score entree 0.004530420016555636 1
check 7, score sortie 0.007905032782637503 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.112916340692469]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.112916340692469], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.018229607997693]
check 3 cas 1, score inves, entrée [array([1.112916340692469], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.018229607997693], dtype=object), array([1.112916340692469], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0017894318286808177
check 6, score entree 0.007905032782637503 5
check 7, score sortie 0.010589180525658728 5
check fin score diff 0.1065572974345081
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.0887545697787589
check 0 PAYS CODE PAYS INDICATEUR_N \
694 Nepal NPL Nombre d'utilisateurs d'internet (%)
695 Nepal NPL Dépenses du gouvernement dédiées au cycle tert...
696 Nepal NPL Nb élèves accès internet
697 Nepal NPL Nombre d'inscription à l'université
698 Nepal NPL Nombre d'inscription au lycée
699 Nepal NPL Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
694 IT.NET.USER.P2 19.688764 2016 2.0
695 UIS.XGDP.56.FSGOV 0.5379 2014 10.0
696 ACC.IT.EL 351707.0 NaN NaN
697 SE.TER.ENRL 445324.0 2015 4.0
698 UIS.E.3 1341007.0 2015 3.0
699 UIS.XGDP.23.FSGOV 1.66403 2014 11.0
check 1 NPL
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.5184487390295893]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.5184487390295893], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.03796101695939709
check 6, score entree 0 2
check 7, score sortie 0.056941525439095635 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.051321046842823466
check 6, score entree 0.056941525439095635 3
check 7, score sortie 0.13392309570333083 3
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.12137377410500043
check 6, score entree 0.13392309570333083 4
check 7, score sortie 0.31598375686083147 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.5184487390295893], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.5184487390295893], dtype=object)]
check fin score diff 0.025922436951479468
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.09402259442815125
check 0 PAYS CODE PAYS INDICATEUR_N \
700 Netherlands NLD Nombre d'inscription à l'université
701 Netherlands NLD Nombre d'inscription au lycée
702 Netherlands NLD Dépenses du gouvernement dédiées au cycle seco...
703 Netherlands NLD Nombre d'utilisateurs d'internet (%)
704 Netherlands NLD Dépenses du gouvernement dédiées au cycle tert...
705 Netherlands NLD Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
700 SE.TER.ENRL 842601.0 2015 5.0
701 UIS.E.3 746415.0 2014 4.0
702 UIS.XGDP.23.FSGOV 2.28231 2013 5.0
703 IT.NET.USER.P2 90.410959 2016 2.0
704 UIS.XGDP.56.FSGOV 1.62299 2013 5.0
705 ACC.IT.EL 1436645.0 NaN NaN
check 1 NLD
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.09712490532591016
check 6, score entree 0 0
check 7, score sortie 0.14568735798886523 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.06754342332646963
check 6, score entree 0.14568735798886523 1
check 7, score sortie 0.2470024929785697 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.7936242768378237]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.7936242768378237], dtype=object)]
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.3470222261585567]
check 3 cas 1, score inves, entrée [array([2.7936242768378237], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.3470222261585567], dtype=object), array([2.7936242768378237], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.15506232520146893
check 6, score entree 0.2470024929785697 5
check 7, score sortie 0.4795959807807731 5
check fin score diff 0.30703232514981904
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.27375070338948765
check 0 PAYS CODE PAYS INDICATEUR_N \
707 New Caledonia NCL Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
707 IT.NET.USER.P2 74.001753 2015 3.0
check 1 NCL
check 2, liste indic ['IT.NET.USER.P2']
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10638297872340426
check 0 PAYS CODE PAYS INDICATEUR_N \
708 New Zealand NZL Nombre d'inscription à l'université
709 New Zealand NZL Nb élèves accès internet
710 New Zealand NZL Nombre d'utilisateurs d'internet (%)
711 New Zealand NZL Dépenses du gouvernement dédiées au cycle tert...
712 New Zealand NZL Dépenses du gouvernement dédiées au cycle seco...
713 New Zealand NZL Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
708 SE.TER.ENRL 270074.21875 2015 3.0
709 ACC.IT.EL 459504.0 NaN NaN
710 IT.NET.USER.P2 88.470186 2016 2.0
711 UIS.XGDP.56.FSGOV 1.60736 2014 5.0
712 UIS.XGDP.23.FSGOV 2.46766 2014 5.0
713 UIS.E.3 249314.03125 2014 4.0
check 1 NZL
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03111570855350166
check 6, score entree 0 0
check 7, score sortie 0.046673562830252494 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.04959593962278488
check 6, score entree 0.046673562830252494 1
check 7, score sortie 0.1210674722644298 1
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.3638958529137746]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.3638958529137746], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.606651037141349]
check 3 cas 1, score inves, entrée [array([3.3638958529137746], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.606651037141349], dtype=object), array([3.3638958529137746], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.022539253206185526
check 6, score entree 0.1210674722644298 5
check 7, score sortie 0.1548763520737081 5
check fin score diff 0.2985273445027562
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20285185033541792
check 0 PAYS CODE PAYS INDICATEUR_N \
714 Nicaragua NIC Nombre d'inscription au lycée
715 Nicaragua NIC Nombre d'utilisateurs d'internet (%)
716 Nicaragua NIC Dépenses du gouvernement dédiées au cycle tert...
717 Nicaragua NIC Nb élèves accès internet
718 Nicaragua NIC Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
714 UIS.E.3 145662.0 2010 9.0
715 IT.NET.USER.P2 24.571834 2016 2.0
716 UIS.XGDP.56.FSGOV 1.17038 2010 13.0
717 ACC.IT.EL 35792.0 NaN NaN
718 UIS.XGDP.23.FSGOV 0.59457 2010 11.0
check 1 NIC
check 2, liste indic ['UIS.E.3', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01315529714708158
check 6, score entree 0 0
check 7, score sortie 0.01973294572062237 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.8356446929291526]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.8356446929291526], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.003863160866888463
check 6, score entree 0.01973294572062237 3
check 7, score sortie 0.025527687020955064 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.496145565209125]
check 3 cas 1, score inves, entrée [array([0.8356446929291526], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.496145565209125], dtype=object), array([0.8356446929291526], dtype=object)]
check fin score diff 0.11658951290691388
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.07279089360167423
check 0 PAYS CODE PAYS INDICATEUR_N \
719 Niger NER Nombre d'inscription au lycée
720 Niger NER Nombre d'inscription à l'université
721 Niger NER Dépenses du gouvernement dédiées au cycle tert...
722 Niger NER Nombre d'utilisateurs d'internet (%)
723 Niger NER Nb élèves accès internet
724 Niger NER Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
719 UIS.E.3 106411.0 2014 4.0
720 SE.TER.ENRL 21764.0 2012 6.0
721 UIS.XGDP.56.FSGOV 0.94338 2014 5.0
722 IT.NET.USER.P2 4.322758 2016 2.0
723 ACC.IT.EL 5541.0 NaN NaN
724 UIS.XGDP.23.FSGOV 1.97375 2014 5.0
check 1 NER
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.009601776248031286
check 6, score entree 0 0
check 7, score sortie 0.014402664372046929 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0024869026585485187
check 6, score entree 0.014402664372046929 1
check 7, score sortie 0.018133018359869708 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.08070621418594015]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.08070621418594015], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0005980603029567773
check 6, score entree 0.018133018359869708 4
check 7, score sortie 0.019030108814304874 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.08070621418594015], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.08070621418594015], dtype=object)]
check fin score diff 0.004035310709297008
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.026184131813532317
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
725 Nigeria NGA Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
726 Nigeria NGA Nombre d'inscription à l'université SE.TER.ENRL
727 Nigeria NGA Nombre d'inscription au lycée UIS.E.3
728 Nigeria NGA Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
725 25.67 2016 2.0
726 1513371.0 2011 11.0
727 4046541.0 2010 8.0
728 1427229.0 NaN NaN
check 1 NGA
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'ACC.IT.EL']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.17446100621949337
check 6, score entree 0 1
check 7, score sortie 0.26169150932924007 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.3663145810167004
check 6, score entree 0.26169150932924007 2
check 7, score sortie 0.8111633808542906 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.1540460220409129
check 6, score entree 0.8111633808542906 3
check 7, score sortie 1.04223241391566 3
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.2643047689182255
check 0 PAYS CODE PAYS INDICATEUR_N \
729 Norway NOR Dépenses du gouvernement dédiées au cycle seco...
730 Norway NOR Nombre d'inscription au lycée
731 Norway NOR Nombre d'utilisateurs d'internet (%)
732 Norway NOR Dépenses du gouvernement dédiées au cycle tert...
733 Norway NOR Nb élèves accès internet
734 Norway NOR Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
729 UIS.XGDP.23.FSGOV 2.27506 2011 7.0
730 UIS.E.3 249882.0 2014 4.0
731 IT.NET.USER.P2 97.298204 2016 2.0
732 UIS.XGDP.56.FSGOV 1.92986 2011 7.0
733 ACC.IT.EL 504115.0 NaN NaN
734 SE.TER.ENRL 268231.0 2015 3.0
check 1 NOR
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.E.3', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'SE.TER.ENRL']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.8009378436708503]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.8009378436708503], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02259067326741027
check 6, score entree 0 1
check 7, score sortie 0.033886009901115406 1
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.015735769511617]
check 3 cas 1, score inves, entrée [array([2.8009378436708503], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.015735769511617], dtype=object), array([2.8009378436708503], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.054410967266748926
check 6, score entree 0.033886009901115406 4
check 7, score sortie 0.1155024608012388 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.030903195544245216
check 6, score entree 0.1155024608012388 5
check 7, score sortie 0.16185725411760662 5
check fin score diff 0.29083368065912335
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20270019888866597
check 0 PAYS CODE PAYS INDICATEUR_N \
735 Oman OMN Dépenses du gouvernement dédiées au cycle seco...
736 Oman OMN Nombre d'inscription au lycée
737 Oman OMN Nombre d'inscription à l'université
738 Oman OMN Nombre d'utilisateurs d'internet (%)
739 Oman OMN Dépenses du gouvernement dédiées au cycle tert...
740 Oman OMN Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
735 UIS.XGDP.23.FSGOV 1.60974 2013 9.0
736 UIS.E.3 93453.0 2014 5.0
737 SE.TER.ENRL 126947.0 2015 4.0
738 IT.NET.USER.P2 69.815213 2016 2.0
739 UIS.XGDP.56.FSGOV 1.12581 2009 12.0
740 ACC.IT.EL 153872.0 NaN NaN
check 1 OMN
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.472084648240834]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.472084648240834], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00842864629440224
check 6, score entree 0 1
check 7, score sortie 0.01264296944160336 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.014613925483495613
check 6, score entree 0.01264296944160336 2
check 7, score sortie 0.03456385766684678 2
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.8837609243860562]
check 3 cas 1, score inves, entrée [array([3.472084648240834], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.8837609243860562], dtype=object), array([3.472084648240834], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.016607965157293854
check 6, score entree 0.03456385766684678 5
check 7, score sortie 0.05947580540278756 5
check fin score diff 0.36779227863134456
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1972910817093898
check 0 PAYS CODE PAYS INDICATEUR_N \
741 Pakistan PAK Nombre d'utilisateurs d'internet (%)
742 Pakistan PAK Nb élèves accès internet
743 Pakistan PAK Dépenses du gouvernement dédiées au cycle tert...
744 Pakistan PAK Dépenses du gouvernement dédiées au cycle seco...
745 Pakistan PAK Nombre d'inscription au lycée
746 Pakistan PAK Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
741 IT.NET.USER.P2 15.514558 2016 2.0
742 ACC.IT.EL 1039076.0 NaN NaN
743 UIS.XGDP.56.FSGOV 0.55065 2014 12.0
744 UIS.XGDP.23.FSGOV 0.82333 2014 12.0
745 UIS.E.3 4825847.0 2014 4.0
746 SE.TER.ENRL 1871575.0 2015 4.0
check 1 PAK
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.11215125561362865
check 6, score entree 0 1
check 7, score sortie 0.16822688342044298 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.5046842382927916]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.5046842382927916], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.2653820765362516]
check 3 cas 1, score inves, entrée [array([1.5046842382927916], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.2653820765362516], dtype=object), array([1.5046842382927916], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.43686769196305303
check 6, score entree 0.16822688342044298 4
check 7, score sortie 0.8235284213650226 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.2157599621723313
check 6, score entree 0.8235284213650226 5
check 7, score sortie 1.1471683646235196 5
check fin score diff 0.13850331574145217
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.31610035752446203
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
747 Palau PLW Nombre d'inscription au lycée UIS.E.3
748 Palau PLW Nombre d'inscription à l'université SE.TER.ENRL
MAJ ANNÉE_MAJ NB_NAN
747 1117.0 2014 9.0
748 863.0 2013 13.0
check 1 PLW
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 6.916740890358014e-05
check 6, score entree 0 0
check 7, score sortie 0.00010375111335537022 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 7.713202960449509e-05
check 6, score entree 0.00010375111335537022 1
check 7, score sortie 0.00021944915776211287 1
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06387647854420471
check 0 PAYS CODE PAYS INDICATEUR_N \
750 Panama PAN Nb élèves accès internet
751 Panama PAN Nombre d'inscription à l'université
752 Panama PAN Nombre d'inscription au lycée
753 Panama PAN Dépenses du gouvernement dédiées au cycle seco...
754 Panama PAN Dépenses du gouvernement dédiées au cycle tert...
755 Panama PAN Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
750 ACC.IT.EL 130396.0 NaN NaN
751 SE.TER.ENRL 124375.0 2013 5.0
752 UIS.E.3 117100.0 2013 5.0
753 UIS.XGDP.23.FSGOV 0.73863 2011 12.0
754 UIS.XGDP.56.FSGOV 0.74219 2012 12.0
755 IT.NET.USER.P2 54.0 2016 2.0
check 1 PAN
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.014074115008906684
check 6, score entree 0 0
check 7, score sortie 0.021111172513360026 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01431738799449298
check 6, score entree 0.021111172513360026 1
check 7, score sortie 0.042587254505099495 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.010569486239877317
check 6, score entree 0.042587254505099495 2
check 7, score sortie 0.058441483864915475 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.3508238690708225]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.3508238690708225], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.2979041287434265]
check 3 cas 1, score inves, entrée [array([2.3508238690708225], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.2979041287434265], dtype=object), array([2.3508238690708225], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.23243639989071246
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.1257186986714102
check 0 PAYS CODE PAYS INDICATEUR_N \
756 Papua New Guinea PNG Nb élèves accès internet
757 Papua New Guinea PNG Nombre d'inscription au lycée
758 Papua New Guinea PNG Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
756 ACC.IT.EL 13019.0 NaN NaN
757 UIS.E.3 135597.0 2012 13.0
758 IT.NET.USER.P2 9.601538 2016 2.0
check 1 PNG
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0014051880678928503
check 6, score entree 0 0
check 7, score sortie 0.0021077821018392756 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01224407990805732
check 6, score entree 0.0021077821018392756 1
check 7, score sortie 0.020473901963925255 1
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.04690934084338835
check 0 PAYS CODE PAYS INDICATEUR_N \
759 Paraguay PRY Dépenses du gouvernement dédiées au cycle tert...
760 Paraguay PRY Nombre d'inscription au lycée
761 Paraguay PRY Nombre d'utilisateurs d'internet (%)
762 Paraguay PRY Nombre d'inscription à l'université
763 Paraguay PRY Nb élèves accès internet
764 Paraguay PRY Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
759 UIS.XGDP.56.FSGOV 1.1116 2012 10.0
760 UIS.E.3 282861.0 2012 6.0
761 IT.NET.USER.P2 51.349874 2016 2.0
762 SE.TER.ENRL 225211.0 2010 9.0
763 ACC.IT.EL 260895.0 NaN NaN
764 UIS.XGDP.23.FSGOV 1.63739 2012 10.0
check 1 PRY
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'UIS.E.3', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.8991015444302568]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.8991015444302568], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02557636957399557
check 6, score entree 0 1
check 7, score sortie 0.038364554360993355 1
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.025943225568781272
check 6, score entree 0.038364554360993355 3
check 7, score sortie 0.07727939271416526 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.02815934718280246
check 6, score entree 0.07727939271416526 4
check 7, score sortie 0.11951841348836895 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.44419249034207886]
check 3 cas 1, score inves, entrée [array([0.8991015444302568], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.44419249034207886], dtype=object), array([0.8991015444302568], dtype=object)]
check fin score diff 0.06716470173861679
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.08227300323978419
check 0 PAYS CODE PAYS INDICATEUR_N \
765 Peru PER Nombre d'utilisateurs d'internet (%)
766 Peru PER Dépenses du gouvernement dédiées au cycle tert...
767 Peru PER Dépenses du gouvernement dédiées au cycle seco...
768 Peru PER Nb élèves accès internet
769 Peru PER Nombre d'inscription à l'université
770 Peru PER Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
765 IT.NET.USER.P2 45.461741 2016 2.0
766 UIS.XGDP.56.FSGOV 0.52083 2014 4.0
767 UIS.XGDP.23.FSGOV 1.12505 2014 4.0
768 ACC.IT.EL 969279.0 NaN NaN
769 SE.TER.ENRL 1150620.0 2010 11.0
770 UIS.E.3 981455.0 2014 4.0
check 1 PER
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.53687692879402]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.53687692879402], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.9610196435913871]
check 3 cas 1, score inves, entrée [array([2.53687692879402], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.9610196435913871], dtype=object), array([2.53687692879402], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.1046178112957304
check 6, score entree 0 3
check 7, score sortie 0.1569267169435956 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.13263780611327483
check 6, score entree 0.1569267169435956 4
check 7, score sortie 0.3558834261135079 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.08882236022267052
check 6, score entree 0.3558834261135079 5
check 7, score sortie 0.4891169664475137 5
check fin score diff 0.22489482861927038
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.2157471904397413
check 0 PAYS CODE PAYS INDICATEUR_N \
771 Philippines PHL Nombre d'utilisateurs d'internet (%)
772 Philippines PHL Dépenses du gouvernement dédiées au cycle tert...
773 Philippines PHL Dépenses du gouvernement dédiées au cycle seco...
774 Philippines PHL Nb élèves accès internet
775 Philippines PHL Nombre d'inscription à l'université
776 Philippines PHL Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
771 IT.NET.USER.P2 55.5 2016 2.0
772 UIS.XGDP.56.FSGOV 0.31722 2009 10.0
773 UIS.XGDP.23.FSGOV 0.78776 2009 10.0
774 ACC.IT.EL 2849367.0 NaN NaN
775 SE.TER.ENRL 3563396.0 2014 5.0
776 UIS.E.3 1570599.0 2013 8.0
check 1 PHL
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.7566873701719659]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.7566873701719659], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.3012635648383237]
check 3 cas 1, score inves, entrée [array([1.7566873701719659], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.3012635648383237], dtype=object), array([1.7566873701719659], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.30754255391717084
check 6, score entree 0 3
check 7, score sortie 0.4613138308757563 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.4108176414810106
check 6, score entree 0.4613138308757563 4
check 7, score sortie 1.0775402930972722 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.14215948581310353
check 6, score entree 1.0775402930972722 5
check 7, score sortie 1.2907795218169276 5
check fin score diff 0.15289754675051448
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.34971852522711533
check 0 PAYS CODE PAYS INDICATEUR_N \
777 Poland POL Nombre d'inscription à l'université
778 Poland POL Nombre d'inscription au lycée
779 Poland POL Dépenses du gouvernement dédiées au cycle seco...
780 Poland POL Dépenses du gouvernement dédiées au cycle tert...
781 Poland POL Nombre d'utilisateurs d'internet (%)
782 Poland POL Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
777 SE.TER.ENRL 1762666.0 2014 4.0
778 UIS.E.3 1589524.0 2013 5.0
779 UIS.XGDP.23.FSGOV 1.63423 2012 6.0
780 UIS.XGDP.56.FSGOV 1.12566 2012 6.0
781 IT.NET.USER.P2 73.3007 2016 2.0
782 ACC.IT.EL 2457179.0 NaN NaN
check 1 POL
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.20320335198967665
check 6, score entree 0 0
check 7, score sortie 0.304805027984515 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.14387282771559076
check 6, score entree 0.304805027984515 1
check 7, score sortie 0.5206142695579011 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.4473801655305056]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.4473801655305056], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.883922950531896]
check 3 cas 1, score inves, entrée [array([3.4473801655305056], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.883922950531896], dtype=object), array([3.4473801655305056], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.26521227524978
check 6, score entree 0.5206142695579011 5
check 7, score sortie 0.9184326824325711 5
check fin score diff 0.3665651558031201
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.37978677409270023
check 0 PAYS CODE PAYS INDICATEUR_N \
783 Portugal PRT Nb élèves accès internet
784 Portugal PRT Nombre d'utilisateurs d'internet (%)
785 Portugal PRT Nombre d'inscription au lycée
786 Portugal PRT Nombre d'inscription à l'université
787 Portugal PRT Dépenses du gouvernement dédiées au cycle seco...
788 Portugal PRT Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
783 ACC.IT.EL 508963.0 NaN NaN
784 IT.NET.USER.P2 70.423567 2016 2.0
785 UIS.E.3 385210.0 2014 4.0
786 SE.TER.ENRL 337507.0 2015 3.0
787 UIS.XGDP.23.FSGOV 2.23856 2011 7.0
788 UIS.XGDP.56.FSGOV 1.0088 2011 7.0
check 1 PRT
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.05493422955672085
check 6, score entree 0 0
check 7, score sortie 0.08240134433508128 0
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03484235796911667
check 6, score entree 0.08240134433508128 2
check 7, score sortie 0.1346648812887563 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03889033826902997
check 6, score entree 0.1346648812887563 3
check 7, score sortie 0.19300038869230127 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.8377574883024312]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.8377574883024312], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.010080960501287]
check 3 cas 1, score inves, entrée [array([2.8377574883024312], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.010080960501287], dtype=object), array([2.8377574883024312], dtype=object)]
check fin score diff 0.3423919224401859
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.22029623641116747
check 0 PAYS CODE PAYS INDICATEUR_N \
789 Puerto Rico PRI Nombre d'inscription à l'université
790 Puerto Rico PRI Nombre d'inscription au lycée
791 Puerto Rico PRI Dépenses du gouvernement dédiées au cycle seco...
792 Puerto Rico PRI Dépenses du gouvernement dédiées au cycle tert...
793 Puerto Rico PRI Nombre d'utilisateurs d'internet (%)
794 Puerto Rico PRI Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
789 SE.TER.ENRL 241168.0 2014 6.0
790 UIS.E.3 126380.0 2013 9.0
791 UIS.XGDP.23.FSGOV 1.50395 2013 13.0
792 UIS.XGDP.56.FSGOV 2.46251 2013 13.0
793 IT.NET.USER.P2 80.32 2016 2.0
794 ACC.IT.EL 295214.0 NaN NaN
check 1 PRI
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.02778298012244185
check 6, score entree 0 0
check 7, score sortie 0.04167447018366278 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.011409634871585726
check 6, score entree 0.04167447018366278 1
check 7, score sortie 0.05878892249104137 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.578801178350319]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.578801178350319], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.440704720559694]
check 3 cas 1, score inves, entrée [array([3.578801178350319], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.440704720559694], dtype=object), array([3.578801178350319], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.03186352179698287
check 6, score entree 0.05878892249104137 5
check 7, score sortie 0.10658420518651567 5
check fin score diff 0.3009752949455007
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.19309776598553538
check 0 PAYS CODE PAYS INDICATEUR_N \
795 Qatar QAT Nb élèves accès internet
796 Qatar QAT Nombre d'utilisateurs d'internet (%)
797 Qatar QAT Nombre d'inscription à l'université
798 Qatar QAT Nombre d'inscription au lycée
799 Qatar QAT Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
795 ACC.IT.EL 64926.0 NaN NaN
796 IT.NET.USER.P2 94.291118 2016 2.0
797 SE.TER.ENRL 27866.0 2015 3.0
798 UIS.E.3 40991.0 2014 4.0
799 UIS.XGDP.23.FSGOV 0.50312 2009 13.0
check 1 QAT
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00700769955419089
check 6, score entree 0 0
check 7, score sortie 0.010511549331286335 0
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0031904297805913123
check 6, score entree 0.010511549331286335 2
check 7, score sortie 0.015297194002173303 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0036790905275179185
check 6, score entree 0.015297194002173303 3
check 7, score sortie 0.02081582979345018 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [4.58839646187054]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.58839646187054], dtype=object)]
check fin score diff 0.4588396461870541
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20843733531500092
check 0 PAYS CODE PAYS INDICATEUR_N \
800 Romania ROU Nombre d'inscription au lycée
801 Romania ROU Nb élèves accès internet
802 Romania ROU Nombre d'inscription à l'université
803 Romania ROU Dépenses du gouvernement dédiées au cycle seco...
804 Romania ROU Dépenses du gouvernement dédiées au cycle tert...
805 Romania ROU Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
800 UIS.E.3 803109.0 2014 4.0
801 ACC.IT.EL 800187.0 NaN NaN
802 SE.TER.ENRL 541653.0 2015 3.0
803 UIS.XGDP.23.FSGOV 1.12129 2013 7.0
804 UIS.XGDP.56.FSGOV 0.71542 2013 7.0
805 IT.NET.USER.P2 59.503951 2016 2.0
check 1 ROU
check 2, liste indic ['UIS.E.3', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.07267611584005547
check 6, score entree 0 0
check 7, score sortie 0.10901417376008321 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.08636709612742732
check 6, score entree 0.10901417376008321 1
check 7, score sortie 0.2385648179512242 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.062427252044275496
check 6, score entree 0.2385648179512242 2
check 7, score sortie 0.33220569601763744 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.9648125537739056]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.9648125537739056], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.3268041107822053]
check 3 cas 1, score inves, entrée [array([1.9648125537739056], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.3268041107822053], dtype=object), array([1.9648125537739056], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.21458083322780555
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.18016734664796658
check 0 PAYS CODE PAYS \
806 Russian Federation RUS
807 Russian Federation RUS
808 Russian Federation RUS
809 Russian Federation RUS
810 Russian Federation RUS
INDICATEUR_N INDICATEUR \
806 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
807 Nb élèves accès internet ACC.IT.EL
808 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
809 Nombre d'inscription à l'université SE.TER.ENRL
810 Nombre d'inscription au lycée UIS.E.3
MAJ ANNÉE_MAJ NB_NAN
806 76.409085 2016 2.0
807 7194237.0 NaN NaN
808 0.87879 2012 10.0
809 6592416.0 2015 4.0
810 2823004.0 2014 5.0
check 1 RUS
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'UIS.E.3']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.7765001912584113
check 6, score entree 0 1
check 7, score sortie 1.164750286887617 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.150435369337281]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.150435369337281], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.7600470290932793
check 6, score entree 1.164750286887617 3
check 7, score sortie 2.304820830527536 3
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.25554379045693637
check 6, score entree 2.304820830527536 4
check 7, score sortie 2.6881365162129405 4
check fin score diff 0.4150435369337281
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.7666340538609933
check 0 PAYS CODE PAYS INDICATEUR_N \
811 Rwanda RWA Dépenses du gouvernement dédiées au cycle tert...
812 Rwanda RWA Dépenses du gouvernement dédiées au cycle seco...
813 Rwanda RWA Nombre d'inscription au lycée
814 Rwanda RWA Nombre d'inscription à l'université
815 Rwanda RWA Nb élèves accès internet
816 Rwanda RWA Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
811 UIS.XGDP.56.FSGOV 0.70502 2013 7.0
812 UIS.XGDP.23.FSGOV 2.09734 2013 8.0
813 UIS.E.3 227637.0 2014 4.0
814 SE.TER.ENRL 81983.0 2016 2.0
815 ACC.IT.EL 61924.0 NaN NaN
816 IT.NET.USER.P2 20.0 2016 3.0
check 1 RWA
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL', 'IT.NET.USER.P2']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.3380315960893837]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.3380315960893837], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.3380315960893837], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.3380315960893837], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.020576760949268726
check 6, score entree 0 2
check 7, score sortie 0.03086514142390309 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.009429822973575558
check 6, score entree 0.03086514142390309 3
check 7, score sortie 0.04500987588426643 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0066836827648972166
check 6, score entree 0.04500987588426643 4
check 7, score sortie 0.05503540003161225 4
IT.NET.USER.P2
nope
check fin score diff 0.016901579804469186
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.03658233613533648
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
817 Samoa WSM Nombre d'inscription au lycée UIS.E.3
818 Samoa WSM Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
819 Samoa WSM Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
817 17137.0 2014 6.0
818 29.41173 2016 2.0
819 5040.0 NaN NaN
check 1 WSM
check 2, liste indic ['UIS.E.3', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0015195101976933102
check 6, score entree 0 0
check 7, score sortie 0.0022792652965399653 0
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0005439855489807178
check 6, score entree 0.0022792652965399653 2
check 7, score sortie 0.0030952436200110418 2
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.04321175396170448
check 0 PAYS CODE PAYS INDICATEUR_N \
820 San Marino SMR Nombre d'inscription à l'université
821 San Marino SMR Nb élèves accès internet
822 San Marino SMR Nombre d'inscription au lycée
823 San Marino SMR Dépenses du gouvernement dédiées au cycle seco...
824 San Marino SMR Dépenses du gouvernement dédiées au cycle tert...
825 San Marino SMR Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
820 SE.TER.ENRL 872.0 2012 10.0
821 ACC.IT.EL 1156.0 NaN NaN
822 UIS.E.3 1458.0 2012 9.0
823 UIS.XGDP.23.FSGOV 0.85245 2011 12.0
824 UIS.XGDP.56.FSGOV 0.25651 2011 12.0
825 IT.NET.USER.P2 49.6 2011 8.0
check 1 SMR
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 7.816968022697708e-05
check 6, score entree 0 0
check 7, score sortie 0.00011725452034046563 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00012477128861541862
check 6, score entree 0.00011725452034046563 1
check 7, score sortie 0.0003044114532635935 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00010003924978855506
check 6, score entree 0.0003044114532635935 2
check 7, score sortie 0.0004544703279464261 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [4.236007014737314]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.236007014737314], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.822227847021862]
check 3 cas 1, score inves, entrée [array([4.236007014737314], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.822227847021862], dtype=object), array([4.236007014737314], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.45291174308795884
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20284387519487346
check 0 PAYS CODE PAYS \
826 Sao Tome and Principe STP
827 Sao Tome and Principe STP
828 Sao Tome and Principe STP
829 Sao Tome and Principe STP
830 Sao Tome and Principe STP
831 Sao Tome and Principe STP
INDICATEUR_N INDICATEUR \
826 Nombre d'inscription à l'université SE.TER.ENRL
827 Nombre d'inscription au lycée UIS.E.3
828 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
829 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
830 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
831 Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
826 2336.0 2015 9.0
827 7446.0 2015 4.0
828 0.8765 2014 11.0
829 0.37221 2014 11.0
830 28.0 2016 2.0
831 2739.0 NaN NaN
check 1 STP
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00024696084815071525
check 6, score entree 0 0
check 7, score sortie 0.00037044127222607285 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0006421523970590235
check 6, score entree 0.00037044127222607285 1
check 7, score sortie 0.001333669867814608 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.211746387056437]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.211746387056437], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.6973220327625234]
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
check 3 cas 1, score inves, entrée [array([1.211746387056437], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.6973220327625234], dtype=object), array([1.211746387056437], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00029563024179725915
check 6, score entree 0.001333669867814608 5
check 7, score sortie 0.0017771152305104967 5
check fin score diff 0.14545342099094802
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.07387883749392733
check 0 PAYS CODE PAYS \
832 Saudi Arabia SAU
833 Saudi Arabia SAU
834 Saudi Arabia SAU
835 Saudi Arabia SAU
836 Saudi Arabia SAU
INDICATEUR_N INDICATEUR \
832 Nombre d'inscription au lycée UIS.E.3
833 Nombre d'inscription à l'université SE.TER.ENRL
834 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
835 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
836 Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
832 1678613.0 2014 9.0
833 1527769.0 2015 3.0
834 1.9752 2007 13.0
835 73.750904 2016 2.0
836 2364735.0 NaN NaN
check 1 SAU
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.15193834511324922
check 6, score entree 0 0
check 7, score sortie 0.22790751766987383 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.17612101662643734
check 6, score entree 0.22790751766987383 1
check 7, score sortie 0.49208904260952985 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.10342390383005]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.10342390383005], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.2552344577716107
check 6, score entree 0.49208904260952985 4
check 7, score sortie 0.8749407292669459 4
check fin score diff 0.31034239038300504
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.3585708765212661
check 0 PAYS CODE PAYS INDICATEUR_N \
837 Senegal SEN Nb élèves accès internet
838 Senegal SEN Dépenses du gouvernement dédiées au cycle tert...
839 Senegal SEN Nombre d'utilisateurs d'internet (%)
840 Senegal SEN Nombre d'inscription au lycée
841 Senegal SEN Nombre d'inscription à l'université
842 Senegal SEN Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
837 ACC.IT.EL 70689.0 NaN NaN
838 UIS.XGDP.56.FSGOV 1.37603 2010 9.0
839 IT.NET.USER.P2 25.664768 2016 2.0
840 UIS.E.3 130602.0 2008 11.0
841 SE.TER.ENRL 144827.0 2015 3.0
842 UIS.XGDP.23.FSGOV 1.62141 2010 9.0
check 1 SEN
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0076297211253765805
check 6, score entree 0 0
check 7, score sortie 0.011444581688064871 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.6136319378680293]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.6136319378680293], dtype=object)]
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01179186628570996
check 6, score entree 0.011444581688064871 3
check 7, score sortie 0.029132381116629812 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.016675391386826513
check 6, score entree 0.029132381116629812 4
check 7, score sortie 0.05414546819686958 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.4603124488077801]
check 3 cas 1, score inves, entrée [array([0.6136319378680293], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.4603124488077801], dtype=object), array([0.6136319378680293], dtype=object)]
check fin score diff 0.05369721933379047
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.06549844415545958
check 0 PAYS CODE PAYS INDICATEUR_N \
843 Serbia SRB Nombre d'utilisateurs d'internet (%)
844 Serbia SRB Nb élèves accès internet
845 Serbia SRB Dépenses du gouvernement dédiées au cycle seco...
846 Serbia SRB Nombre d'inscription au lycée
847 Serbia SRB Nombre d'inscription à l'université
848 Serbia SRB Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
843 IT.NET.USER.P2 67.056841 2016 2.0
844 ACC.IT.EL 342935.0 NaN NaN
845 UIS.XGDP.23.FSGOV 1.03957 2011 9.0
846 UIS.E.3 270356.0 2014 4.0
847 SE.TER.ENRL 241054.0 2015 3.0
848 UIS.XGDP.56.FSGOV 1.2892 2012 8.0
check 1 SRB
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.56.FSGOV']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.03701422306343303
check 6, score entree 0 1
check 7, score sortie 0.055521334595149546 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.0472482536436054]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.0472482536436054], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.024444251186116945
check 6, score entree 0.055521334595149546 3
check 7, score sortie 0.09218771137432497 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.027769836547890413
check 6, score entree 0.09218771137432497 4
check 7, score sortie 0.13384246619616058 4
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.7073706909901007]
check 3 cas 1, score inves, entrée [array([2.0472482536436054], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.7073706909901007], dtype=object), array([2.0472482536436054], dtype=object)]
check fin score diff 0.18773094723168532
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.13224966243145655
check 0 PAYS CODE PAYS INDICATEUR_N \
849 Seychelles SYC Nombre d'inscription au lycée
850 Seychelles SYC Dépenses du gouvernement dédiées au cycle seco...
851 Seychelles SYC Dépenses du gouvernement dédiées au cycle tert...
852 Seychelles SYC Nb élèves accès internet
853 Seychelles SYC Nombre d'utilisateurs d'internet (%)
854 Seychelles SYC Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
849 UIS.E.3 2624.0 2014 5.0
850 UIS.XGDP.23.FSGOV 0.58302 2011 13.0
851 UIS.XGDP.56.FSGOV 1.17264 2011 12.0
852 ACC.IT.EL 2068.0 NaN NaN
853 IT.NET.USER.P2 56.514708 2016 3.0
854 SE.TER.ENRL 1035.0 2015 9.0
check 1 SYC
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'IT.NET.USER.P2', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00020560102829846923
check 6, score entree 0 0
check 7, score sortie 0.00030840154244770387 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.507796729668687]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.507796729668687], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.833204906056459]
check 3 cas 1, score inves, entrée [array([2.507796729668687], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.833204906056459], dtype=object), array([2.507796729668687], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00022320676890716755
check 6, score entree 0.00030840154244770387 3
check 7, score sortie 0.0006432116958084552 3
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 9.696268594526214e-05
check 6, score entree 0.0006432116958084552 5
check 7, score sortie 0.0007886557247263485 5
check fin score diff 0.2170500817862573
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.11017845478957099
check 0 PAYS CODE PAYS \
855 Sierra Leone SLE
856 Sierra Leone SLE
857 Sierra Leone SLE
858 Sierra Leone SLE
859 Sierra Leone SLE
INDICATEUR_N INDICATEUR \
855 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
856 Nb élèves accès internet ACC.IT.EL
857 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
858 Nombre d'inscription au lycée UIS.E.3
859 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
MAJ ANNÉE_MAJ NB_NAN
855 11.773184 2016 2.0
856 16536.0 NaN NaN
857 0.84838 2014 6.0
858 140455.0 2013 11.0
859 0.6455 2014 6.0
check 1 SLE
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'UIS.XGDP.23.FSGOV']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0017847906821319742
check 6, score entree 0 1
check 7, score sortie 0.0026771860231979616 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.18326496801621195]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.18326496801621195], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.012683890474096054
check 6, score entree 0.0026771860231979616 3
check 7, score sortie 0.02170302173434204 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.44476949586769]
check 3 cas 1, score inves, entrée [array([0.18326496801621195], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.44476949586769], dtype=object), array([0.18326496801621195], dtype=object)]
check fin score diff 0.0314017231941951
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.032575477644369605
check 0 PAYS CODE PAYS INDICATEUR_N \
860 Singapore SGP Nombre d'utilisateurs d'internet (%)
861 Singapore SGP Dépenses du gouvernement dédiées au cycle tert...
862 Singapore SGP Dépenses du gouvernement dédiées au cycle seco...
863 Singapore SGP Nombre d'inscription au lycée
864 Singapore SGP Nombre d'inscription à l'université
865 Singapore SGP Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
860 IT.NET.USER.P2 81.0 2016 2.0
861 UIS.XGDP.56.FSGOV 1.02502 2013 8.0
862 UIS.XGDP.23.FSGOV 0.66707 2013 8.0
863 UIS.E.3 122028.0 2009 11.0
864 SE.TER.ENRL 255348.0 2013 8.0
865 ACC.IT.EL 305675.0 NaN NaN
check 1 SGP
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.9925704255683603]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.9925704255683603], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [4.423010618398825]
check 3 cas 1, score inves, entrée [array([3.9925704255683603], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.423010618398825], dtype=object), array([3.9925704255683603], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.011015634133956955
check 6, score entree 0 3
check 7, score sortie 0.016523451200935433 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.02941785632541904
check 6, score entree 0.016523451200935433 4
check 7, score sortie 0.060650235689064 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.032992615612039866
check 6, score entree 0.060650235689064 5
check 7, score sortie 0.1101391591071238 5
check fin score diff 0.42077905219835926
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.21934430027776236
check 0 PAYS CODE PAYS INDICATEUR_N \
866 Sint Maarten (Dutch part) SXM Nombre d'inscription au lycée
867 Sint Maarten (Dutch part) SXM Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
866 UIS.E.3 1513.0 2014 12.0
867 SE.TER.ENRL 194.0 2015 11.0
check 1 SXM
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.000105018578963551
check 6, score entree 0 0
check 7, score sortie 0.0001575278684453265 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0
check 6, score entree 0.0001575278684453265 1
check 7, score sortie 0.0001575278684453265 1
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10641649529115858
check 0 PAYS CODE PAYS \
869 Slovak Republic SVK
870 Slovak Republic SVK
871 Slovak Republic SVK
872 Slovak Republic SVK
873 Slovak Republic SVK
874 Slovak Republic SVK
INDICATEUR_N INDICATEUR \
869 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
870 Nombre d'inscription à l'université SE.TER.ENRL
871 Nombre d'inscription au lycée UIS.E.3
872 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
873 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
874 Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
869 0.97158 2013 5.0
870 197854.0 2014 4.0
871 207550.0 2014 4.0
872 1.75368 2013 5.0
873 80.4759 2016 2.0
874 326253.0 NaN NaN
check 1 SVK
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.050262415113469]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.050262415113469], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.02278911355997683
check 6, score entree 0 1
check 7, score sortie 0.03418367033996524 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.018758219401302477
check 6, score entree 0.03418367033996524 2
check 7, score sortie 0.06232099944191896 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.3268840472026793]
check 3 cas 1, score inves, entrée [array([4.050262415113469], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.3268840472026793], dtype=object), array([4.050262415113469], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.035213674069763126
check 6, score entree 0.06232099944191896 5
check 7, score sortie 0.11514151054656366 5
check fin score diff 0.36885732311580743
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20936145397071723
check 0 PAYS CODE PAYS INDICATEUR_N \
875 Slovenia SVN Nombre d'inscription à l'université
876 Slovenia SVN Nombre d'inscription au lycée
877 Slovenia SVN Dépenses du gouvernement dédiées au cycle seco...
878 Slovenia SVN Nombre d'utilisateurs d'internet (%)
879 Slovenia SVN Dépenses du gouvernement dédiées au cycle tert...
880 Slovenia SVN Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
875 SE.TER.ENRL 90622.0 2014 4.0
876 UIS.E.3 90717.0 2014 4.0
877 UIS.XGDP.23.FSGOV 2.02333 2011 12.0
878 IT.NET.USER.P2 75.498504 2016 2.0
879 UIS.XGDP.56.FSGOV 1.20242 2012 6.0
880 ACC.IT.EL 136908.0 NaN NaN
check 1 SVN
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.010425852276644667
check 6, score entree 0 0
check 7, score sortie 0.015638778414967 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.008180947301260623
check 6, score entree 0.015638778414967 1
check 7, score sortie 0.027910199366857937 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.0548724648832417]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.0548724648832417], dtype=object)]
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.801055392498779]
check 3 cas 1, score inves, entrée [array([3.0548724648832417], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.801055392498779], dtype=object), array([3.0548724648832417], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.014776978876954786
check 6, score entree 0.027910199366857937 5
check 7, score sortie 0.05007566768229012 5
check fin score diff 0.3427963928691011
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1899727788407215
check 0 PAYS CODE PAYS INDICATEUR_N \
881 Solomon Islands SLB Nb élèves accès internet
882 Solomon Islands SLB Nombre d'utilisateurs d'internet (%)
883 Solomon Islands SLB Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
881 ACC.IT.EL 1485.0 NaN NaN
882 IT.NET.USER.P2 11.000902 2016 2.0
883 UIS.E.3 13495.0 2012 8.0
check 1 SLB
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00016028145639610436
check 6, score entree 0 0
check 7, score sortie 0.00024042218459415654 0
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.001189788073050851
check 6, score entree 0.00024042218459415654 2
check 7, score sortie 0.002025104294170433 2
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.04298406474344052
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
884 Somalia SOM Nb élèves accès internet ACC.IT.EL
885 Somalia SOM Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
886 Somalia SOM Nombre d'inscription au lycée UIS.E.3
MAJ ANNÉE_MAJ NB_NAN
884 884.0 NaN NaN
885 1.88 2016 3.0
886 47015.0 2007 13.0
check 1 SOM
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 9.541333835296717e-05
check 6, score entree 0 0
check 7, score sortie 0.00014312000752945075 0
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.004224462872066566
check 6, score entree 0.00014312000752945075 2
check 7, score sortie 0.006479814315629299 2
check fin score diff nan
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 1 0.022655279641623255
check 0 PAYS CODE PAYS \
887 South Africa ZAF
888 South Africa ZAF
889 South Africa ZAF
890 South Africa ZAF
891 South Africa ZAF
892 South Africa ZAF
INDICATEUR_N INDICATEUR \
887 Nb élèves accès internet ACC.IT.EL
888 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
889 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
890 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
891 Nombre d'inscription au lycée UIS.E.3
892 Nombre d'inscription à l'université SE.TER.ENRL
MAJ ANNÉE_MAJ NB_NAN
887 2154786.0 NaN NaN
888 54.0 2016 2.0
889 0.73796 2014 4.0
890 1.86049 2014 5.0
891 2971802.0 2014 4.0
892 1018543.0 2014 11.0
check 1 ZAF
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL']
ACC.IT.EL
check3a
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.23257389784642166
check 6, score entree 0 0
check 7, score sortie 0.34886084676963247 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.302470717908445]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.302470717908445], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.2191386296285591]
check 3 cas 1, score inves, entrée [array([2.302470717908445], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.2191386296285591], dtype=object), array([2.302470717908445], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.26901495814022813
check 6, score entree 0.34886084676963247 4
check 7, score sortie 0.7523832839799747 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.11741005263932433
check 6, score entree 0.7523832839799747 5
check 7, score sortie 0.9284983629389612 5
check fin score diff 0.17608046737685024
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.298846559641662
check 0 PAYS CODE PAYS INDICATEUR_N \
893 South Sudan SSD Dépenses du gouvernement dédiées au cycle seco...
894 South Sudan SSD Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
893 UIS.XGDP.23.FSGOV 0.09509 2011 13.0
894 UIS.XGDP.56.FSGOV 0.20402 2011 13.0
check 1 SSD
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.0]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.0], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.8788942715501706]
check 3 cas 1, score inves, entrée [array([2.0], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.8788942715501706], dtype=object), array([2.0], dtype=object)]
check fin score diff 0.19394471357750853
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.1050946199101082
check 0 PAYS CODE PAYS INDICATEUR_N \
896 Spain ESP Nombre d'inscription à l'université
897 Spain ESP Nombre d'utilisateurs d'internet (%)
898 Spain ESP Dépenses du gouvernement dédiées au cycle tert...
899 Spain ESP Dépenses du gouvernement dédiées au cycle seco...
900 Spain ESP Nombre d'inscription au lycée
901 Spain ESP Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
896 SE.TER.ENRL 1963924.0 2015 3.0
897 IT.NET.USER.P2 80.561333 2016 2.0
898 UIS.XGDP.56.FSGOV 0.9659 2013 5.0
899 UIS.XGDP.23.FSGOV 1.58876 2013 6.0
900 UIS.E.3 1662580.0 2014 4.0
901 ACC.IT.EL 2921560.0 NaN NaN
check 1 ESP
check 2, liste indic ['SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.22640729520961905
check 6, score entree 0 0
check 7, score sortie 0.3396109428144286 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.056394377610375]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.056394377610375], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.4932483919950634]
check 3 cas 1, score inves, entrée [array([4.056394377610375], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.4932483919950634], dtype=object), array([4.056394377610375], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.15048682539210903
check 6, score entree 0.3396109428144286 4
check 7, score sortie 0.5653411809025921 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.3153346072381163
check 6, score entree 0.5653411809025921 5
check 7, score sortie 1.0383430917597667 5
check fin score diff 0.37748213848027196
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.4076223894127742
check 0 PAYS CODE PAYS INDICATEUR_N \
902 Sri Lanka LKA Dépenses du gouvernement dédiées au cycle tert...
903 Sri Lanka LKA Nombre d'utilisateurs d'internet (%)
904 Sri Lanka LKA Nombre d'inscription à l'université
905 Sri Lanka LKA Nb élèves accès internet
906 Sri Lanka LKA Nombre d'inscription au lycée
907 Sri Lanka LKA Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
902 UIS.XGDP.56.FSGOV 0.34245 2013 9.0
903 IT.NET.USER.P2 32.051003 2016 2.0
904 SE.TER.ENRL 308000.0 2015 8.0
905 ACC.IT.EL 502645.0 NaN NaN
906 UIS.E.3 1260265.0 2013 10.0
907 UIS.XGDP.23.FSGOV 0.79572 2013 9.0
check 1 LKA
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.7294499256748495]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.7294499256748495], dtype=object)]
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03548834305596594
check 6, score entree 0 2
check 7, score sortie 0.05323251458394891 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.05425230481496288
check 6, score entree 0.05323251458394891 3
check 7, score sortie 0.13461097180639325 3
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.11406393780959091
check 6, score entree 0.13461097180639325 4
check 7, score sortie 0.3057068785207796 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.2932338894438413]
check 3 cas 1, score inves, entrée [array([1.7294499256748495], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.2932338894438413], dtype=object), array([1.7294499256748495], dtype=object)]
check fin score diff 0.15113419075593454
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.13975341899504556
check 0 PAYS CODE PAYS INDICATEUR_N \
908 St. Kitts and Nevis KNA Nombre d'inscription à l'université
909 St. Kitts and Nevis KNA Nombre d'inscription au lycée
910 St. Kitts and Nevis KNA Nb élèves accès internet
911 St. Kitts and Nevis KNA Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
908 SE.TER.ENRL 3508.0 2015 11.0
909 UIS.E.3 1637.0 2014 5.0
910 ACC.IT.EL 3953.0 NaN NaN
911 IT.NET.USER.P2 76.817675 2016 2.0
check 1 KNA
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'ACC.IT.EL', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00038208601810059303
check 6, score entree 0 0
check 7, score sortie 0.0005731290271508895 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0001162447029217237
check 6, score entree 0.0005731290271508895 1
check 7, score sortie 0.0007474960815334751 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00042666168157158286
check 6, score entree 0.0007474960815334751 2
check 7, score sortie 0.0013874886038908493 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10667818906465762
check 0 PAYS CODE PAYS INDICATEUR_N \
912 St. Lucia LCA Nb élèves accès internet
913 St. Lucia LCA Nombre d'inscription à l'université
914 St. Lucia LCA Nombre d'inscription au lycée
915 St. Lucia LCA Dépenses du gouvernement dédiées au cycle seco...
916 St. Lucia LCA Dépenses du gouvernement dédiées au cycle tert...
917 St. Lucia LCA Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
912 ACC.IT.EL 3822.0 NaN NaN
913 SE.TER.ENRL 2788.0 2015 3.0
914 UIS.E.3 5391.0 2014 4.0
915 UIS.XGDP.23.FSGOV 1.95314 2014 8.0
916 UIS.XGDP.56.FSGOV 0.21395 2011 11.0
917 IT.NET.USER.P2 46.729078 2016 2.0
check 1 LCA
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00041252237464371104
check 6, score entree 0 0
check 7, score sortie 0.0006187835619655666 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0002990739683020333
check 6, score entree 0.0006187835619655666 1
check 7, score sortie 0.0010673945144186164 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00045610655242962924
check 6, score entree 0.0010673945144186164 2
check 7, score sortie 0.0017515543430630602 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.1256771427256393]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.1256771427256393], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.868174179676842]
check 3 cas 1, score inves, entrée [array([1.1256771427256393], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.868174179676842], dtype=object), array([1.1256771427256393], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.1996925661201241
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.1066902383964228
check 0 PAYS CODE PAYS \
918 St. Vincent and the Grenadines VCT
919 St. Vincent and the Grenadines VCT
920 St. Vincent and the Grenadines VCT
921 St. Vincent and the Grenadines VCT
922 St. Vincent and the Grenadines VCT
INDICATEUR_N INDICATEUR \
918 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
919 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
920 Nombre d'inscription au lycée UIS.E.3
921 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
922 Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
918 55.574619 2016 2.0
919 2.07786 2014 7.0
920 3434.0 2014 5.0
921 0.35649 2010 10.0
922 1908.0 NaN NaN
check 1 VCT
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.9998647450706102]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.9998647450706102], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0002789329670575005
check 6, score entree 0 2
check 7, score sortie 0.0004183994505862508 2
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.7142928237275155]
check 3 cas 1, score inves, entrée [array([0.9998647450706102], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.7142928237275155], dtype=object), array([0.9998647450706102], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0002059373863998432
check 6, score entree 0.0004183994505862508 4
check 7, score sortie 0.0007273055301860156 4
check fin score diff 0.1857078784399063
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.10349684765321113
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
923 Sudan SDN Nb élèves accès internet ACC.IT.EL
924 Sudan SDN Nombre d'inscription à l'université SE.TER.ENRL
925 Sudan SDN Nombre d'inscription au lycée UIS.E.3
926 Sudan SDN Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
923 425992.0 NaN NaN
924 632377.0 2014 4.0
925 889022.0 2013 5.0
926 28.0 2016 5.0
check 1 SDN
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.045978867456625785
check 6, score entree 0 0
check 7, score sortie 0.06896830118493869 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.07288723149694847
check 6, score entree 0.06896830118493869 1
check 7, score sortie 0.17829914843036138 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.08045409961117232
check 6, score entree 0.17829914843036138 2
check 7, score sortie 0.2989802978471199 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.10616602081853614
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
927 Suriname SUR Nb élèves accès internet ACC.IT.EL
928 Suriname SUR Nombre d'inscription au lycée UIS.E.3
929 Suriname SUR Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
927 6296.0 NaN NaN
928 13868.0 2013 7.0
929 45.4 2016 2.0
check 1 SUR
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0006795502016632142
check 6, score entree 0 0
check 7, score sortie 0.0010193253024948215 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final:
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0012235569781830964
check 6, score entree 0.0010193253024948215 1
check 7, score sortie 0.0028546607697694662 1
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06443716186590841
check 0 PAYS CODE PAYS INDICATEUR_N \
930 Swaziland SWZ Nombre d'utilisateurs d'internet (%)
931 Swaziland SWZ Nombre d'inscription à l'université
932 Swaziland SWZ Nombre d'inscription au lycée
933 Swaziland SWZ Dépenses du gouvernement dédiées au cycle seco...
934 Swaziland SWZ Dépenses du gouvernement dédiées au cycle tert...
935 Swaziland SWZ Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
930 IT.NET.USER.P2 28.573523 2016 2.0
931 SE.TER.ENRL 8057.0 2013 10.0
932 UIS.E.3 29250.0 2013 6.0
933 UIS.XGDP.23.FSGOV 3.17032 2011 8.0
934 UIS.XGDP.56.FSGOV 1.10889 2011 8.0
935 ACC.IT.EL 10660.0 NaN NaN
check 1 SWZ
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0009065607605084377
check 6, score entree 0 1
check 7, score sortie 0.0013598411407626566 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0026161395485428734
check 6, score entree 0.0013598411407626566 2
check 7, score sortie 0.005284050463576966 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.9020271523518115]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([0.9020271523518115], dtype=object), 0]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0011505726095504866
check 6, score entree 0.005284050463576966 5
check 7, score sortie 0.007009909377902696 5
check fin score diff 0.04510135761759058
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.0536406951054241
check 0 PAYS CODE PAYS INDICATEUR_N \
936 Sweden SWE Nombre d'inscription à l'université
937 Sweden SWE Dépenses du gouvernement dédiées au cycle tert...
938 Sweden SWE Dépenses du gouvernement dédiées au cycle seco...
939 Sweden SWE Nombre d'utilisateurs d'internet (%)
940 Sweden SWE Nb élèves accès internet
941 Sweden SWE Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
936 SE.TER.ENRL 428557.0 2015 3.0
937 UIS.XGDP.56.FSGOV 1.95701 2013 5.0
938 UIS.XGDP.23.FSGOV 2.15273 2013 5.0
939 IT.NET.USER.P2 91.506828 2016 2.0
940 ACC.IT.EL 851555.0 NaN NaN
941 UIS.E.3 502035.0 2014 4.0
check 1 SWE
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.E.3']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.049387903733139504
check 6, score entree 0 0
check 7, score sortie 0.07408185559970926 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.9864255099883934]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.9864255099883934], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.924339162122322]
check 3 cas 1, score inves, entrée [array([2.9864255099883934], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.924339162122322], dtype=object), array([2.9864255099883934], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.09191143138140381
check 6, score entree 0.07408185559970926 4
check 7, score sortie 0.211949002671815 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.04541890580309672
check 6, score entree 0.211949002671815 5
check 7, score sortie 0.28007736137646005 5
check fin score diff 0.2955382336055358
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.22885438191106294
check 0 PAYS CODE PAYS INDICATEUR_N \
942 Switzerland CHE Nombre d'inscription à l'université
943 Switzerland CHE Nombre d'inscription au lycée
944 Switzerland CHE Dépenses du gouvernement dédiées au cycle seco...
945 Switzerland CHE Dépenses du gouvernement dédiées au cycle tert...
946 Switzerland CHE Nombre d'utilisateurs d'internet (%)
947 Switzerland CHE Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
942 SE.TER.ENRL 294450.0 2015 3.0
943 UIS.E.3 350927.0 2014 4.0
944 UIS.XGDP.23.FSGOV 1.97695 2012 6.0
945 UIS.XGDP.56.FSGOV 1.32943 2012 6.0
946 IT.NET.USER.P2 89.405568 2016 2.0
947 ACC.IT.EL 577003.0 NaN NaN
check 1 CHE
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03392610239656249
check 6, score entree 0 0
check 7, score sortie 0.050889153594843736 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03173860629445511
check 6, score entree 0.050889153594843736 1
check 7, score sortie 0.0984970630365264 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.1016585849917275]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.1016585849917275], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.663939704859018]
check 3 cas 1, score inves, entrée [array([3.1016585849917275], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.663939704859018], dtype=object), array([3.1016585849917275], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.06227803446796054
check 6, score entree 0.0984970630365264 5
check 7, score sortie 0.1919141147384672 5
check fin score diff 0.33827991449253725
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.21919021898532012
check 0 PAYS CODE PAYS \
948 Syrian Arab Republic SYR
949 Syrian Arab Republic SYR
950 Syrian Arab Republic SYR
951 Syrian Arab Republic SYR
952 Syrian Arab Republic SYR
953 Syrian Arab Republic SYR
INDICATEUR_N INDICATEUR \
948 Nb élèves accès internet ACC.IT.EL
949 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
950 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
951 Nombre d'inscription à l'université SE.TER.ENRL
952 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
953 Nombre d'inscription au lycée UIS.E.3
MAJ ANNÉE_MAJ NB_NAN
948 377391.0 NaN NaN
949 1.24266 2009 10.0
950 2.21785 2012 11.0
951 772877.0 2015 3.0
952 31.869627 2016 2.0
953 411295.0 2013 5.0
check 1 SYR
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.040733184586385335
check 6, score entree 0 0
check 7, score sortie 0.061099776879578 0
UIS.XGDP.56.FSGOV
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves)
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.7576135960450219]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.7576135960450219], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.7576135960450219], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.7576135960450219], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.08908611065902852
check 6, score entree 0.061099776879578 3
check 7, score sortie 0.1947289428681208 3
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.037203917996930666
check 6, score entree 0.1947289428681208 5
check 7, score sortie 0.25053481986351683 5
check fin score diff 0.0378806798022511
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.10391819141824848
check 0 PAYS CODE PAYS INDICATEUR_N \
954 Tajikistan TJK Nombre d'inscription à l'université
955 Tajikistan TJK Nombre d'inscription au lycée
956 Tajikistan TJK Dépenses du gouvernement dédiées au cycle tert...
957 Tajikistan TJK Nombre d'utilisateurs d'internet (%)
958 Tajikistan TJK Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
954 SE.TER.ENRL 247092.0 2016 2.0
955 UIS.E.3 236051.0 2013 5.0
956 UIS.XGDP.56.FSGOV 0.45861 2013 5.0
957 IT.NET.USER.P2 20.47 2016 2.0
958 ACC.IT.EL 98900.0 NaN NaN
check 1 TJK
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.028465984821062225
check 6, score entree 0 0
check 7, score sortie 0.04269897723159334 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.021338507779785378
check 6, score entree 0.04269897723159334 1
check 7, score sortie 0.07470673890127141 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.6040475122175465]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.6040475122175465], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.01067463706233988
check 6, score entree 0.07470673890127141 4
check 7, score sortie 0.09071869449478123 4
check fin score diff 0.06040475122175465
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.0534305203652204
check 0 PAYS CODE PAYS INDICATEUR_N \
959 Tanzania TZA Nb élèves accès internet
960 Tanzania TZA Nombre d'inscription à l'université
961 Tanzania TZA Nombre d'inscription au lycée
962 Tanzania TZA Dépenses du gouvernement dédiées au cycle seco...
963 Tanzania TZA Dépenses du gouvernement dédiées au cycle tert...
964 Tanzania TZA Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
959 ACC.IT.EL 43861.0 NaN NaN
960 SE.TER.ENRL 158262.0 2013 9.0
961 UIS.E.3 179133.0 2013 11.0
962 UIS.XGDP.23.FSGOV 0.636 2014 7.0
963 UIS.XGDP.56.FSGOV 0.745 2014 7.0
964 IT.NET.USER.P2 13.0 2016 2.0
check 1 TZA
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004734077413460966
check 6, score entree 0 0
check 7, score sortie 0.007101116120191448 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.018224373177164917
check 6, score entree 0.007101116120191448 1
check 7, score sortie 0.03443767588593882 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01618553581646866
check 6, score entree 0.03443767588593882 2
check 7, score sortie 0.058715979610641816 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.45435272399188764]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.45435272399188764], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.2948705462894248]
check 3 cas 1, score inves, entrée [array([0.45435272399188764], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.2948705462894248], dtype=object), array([0.45435272399188764], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.03746116351406562
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.04173981768610796
check 0 PAYS CODE PAYS INDICATEUR_N \
965 Thailand THA Nombre d'utilisateurs d'internet (%)
966 Thailand THA Dépenses du gouvernement dédiées au cycle tert...
967 Thailand THA Nb élèves accès internet
968 Thailand THA Nombre d'inscription au lycée
969 Thailand THA Nombre d'inscription à l'université
970 Thailand THA Dépenses du gouvernement dédiées au cycle seco...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
965 IT.NET.USER.P2 47.504966 2016 2.0
966 UIS.XGDP.56.FSGOV 0.64168 2013 6.0
967 ACC.IT.EL 2083783.0 NaN NaN
968 UIS.E.3 2151002.0 2013 5.0
969 SE.TER.ENRL 2235450.0 2015 3.0
970 UIS.XGDP.23.FSGOV 1.23007 2013 8.0
check 1 THA
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.406411326973737]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.406411326973737], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.22491028555787446
check 6, score entree 0 2
check 7, score sortie 0.3373654283368117 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.1947052601977431
check 6, score entree 0.3373654283368117 3
check 7, score sortie 0.6294233186334264 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.2577127533118464
check 6, score entree 0.6294233186334264 4
check 7, score sortie 1.015992448601196 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.8550798297200886]
check 3 cas 1, score inves, entrée [array([2.406411326973737], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.8550798297200886], dtype=object), array([2.406411326973737], dtype=object)]
check fin score diff 0.21307455783469129
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.32533340562465685
check 0 PAYS CODE PAYS INDICATEUR_N \
971 Timor-Leste TLS Nombre d'inscription à l'université
972 Timor-Leste TLS Nombre d'inscription au lycée
973 Timor-Leste TLS Dépenses du gouvernement dédiées au cycle seco...
974 Timor-Leste TLS Dépenses du gouvernement dédiées au cycle tert...
975 Timor-Leste TLS Nombre d'utilisateurs d'internet (%)
976 Timor-Leste TLS Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
971 SE.TER.ENRL 18553.0 2010 12.0
972 UIS.E.3 48708.0 2014 7.0
973 UIS.XGDP.23.FSGOV 2.28897 2014 10.0
974 UIS.XGDP.56.FSGOV 0.31559 2014 8.0
975 IT.NET.USER.P2 25.24625 2016 2.0
976 ACC.IT.EL 16981.0 NaN NaN
check 1 TLS
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.002116691975349664
check 6, score entree 0 0
check 7, score sortie 0.0031750379630244956 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.004377735677398714
check 6, score entree 0.0031750379630244956 1
check 7, score sortie 0.009741641479122567 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.7584470719234]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([1.7584470719234], dtype=object), 0]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0018328211522304703
check 6, score entree 0.009741641479122567 5
check 7, score sortie 0.012490873207468271 5
check fin score diff 0.08792235359617001
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.06391770783056133
check 0 PAYS CODE PAYS INDICATEUR_N \
977 Togo TGO Nombre d'inscription à l'université
978 Togo TGO Nombre d'inscription au lycée
979 Togo TGO Dépenses du gouvernement dédiées au cycle seco...
980 Togo TGO Dépenses du gouvernement dédiées au cycle tert...
981 Togo TGO Nombre d'utilisateurs d'internet (%)
982 Togo TGO Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
977 SE.TER.ENRL 71154.0 2015 6.0
978 UIS.E.3 146201.0 2011 10.0
979 UIS.XGDP.23.FSGOV 0.84648 2014 6.0
980 UIS.XGDP.56.FSGOV 1.04932 2014 6.0
981 IT.NET.USER.P2 11.31 2016 2.0
982 ACC.IT.EL 24583.0 NaN NaN
check 1 TGO
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.008181298685702498
check 6, score entree 0 0
check 7, score sortie 0.012271948028553747 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.013204094572996539
check 6, score entree 0.012271948028553747 1
check 7, score sortie 0.032078089888048555 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.24202930134650957]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.24202930134650957], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.24202930134650957], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.24202930134650957], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0026533326886097196
check 6, score entree 0.032078089888048555 5
check 7, score sortie 0.036058088920963134 5
check fin score diff 0.012101465067325479
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.03152330935921034
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
983 Tonga TON Nb élèves accès internet ACC.IT.EL
984 Tonga TON Nombre d'inscription au lycée UIS.E.3
985 Tonga TON Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
983 1523.0 NaN NaN
984 3812.0 2006 13.0
985 39.95 2016 2.0
check 1 TON
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00016438293474159391
check 6, score entree 0 0
check 7, score sortie 0.00024657440211239086 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0003131545384783818
check 6, score entree 0.00024657440211239086 1
check 7, score sortie 0.0007163062098299635 1
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06398219281060213
check 0 PAYS CODE PAYS \
987 Trinidad and Tobago TTO
988 Trinidad and Tobago TTO
INDICATEUR_N INDICATEUR \
987 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
988 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
987 1.62031 2009 11.0
988 73.296941 2016 2.0
check 1 TTO
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.461422146508058]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.461422146508058], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.3461422146508058
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.13747706694697995
check 0 PAYS CODE PAYS INDICATEUR_N \
989 Tunisia TUN Nombre d'inscription au lycée
990 Tunisia TUN Dépenses du gouvernement dédiées au cycle seco...
991 Tunisia TUN Dépenses du gouvernement dédiées au cycle tert...
992 Tunisia TUN Nombre d'utilisateurs d'internet (%)
993 Tunisia TUN Nb élèves accès internet
994 Tunisia TUN Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
989 UIS.E.3 535062.0 2014 5.0
990 UIS.XGDP.23.FSGOV 2.96931 2008 12.0
991 UIS.XGDP.56.FSGOV 1.62028 2014 5.0
992 IT.NET.USER.P2 50.879675 2016 2.0
993 ACC.IT.EL 436389.0 NaN NaN
994 SE.TER.ENRL 322625.0 2015 3.0
check 1 TUN
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.04840894770605292
check 6, score entree 0 0
check 7, score sortie 0.07261342155907938 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.10060748072496795]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.10060748072496795], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.3499478340801008]
check 3 cas 1, score inves, entrée [array([0.10060748072496795], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.3499478340801008], dtype=object), array([0.10060748072496795], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.04710105351867986
check 6, score entree 0.07261342155907938 4
check 7, score sortie 0.14326500183709917 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03717452531749919
check 6, score entree 0.14326500183709917 5
check 7, score sortie 0.19902678981334795 5
check fin score diff 0.07252776574025344
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.12160735224544711
check 0 PAYS CODE PAYS INDICATEUR_N \
995 Turkey TUR Nombre d'inscription à l'université
996 Turkey TUR Nombre d'inscription au lycée
997 Turkey TUR Dépenses du gouvernement dédiées au cycle tert...
998 Turkey TUR Nombre d'utilisateurs d'internet (%)
999 Turkey TUR Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
995 SE.TER.ENRL 6062886.0 2015 3.0
996 UIS.E.3 4995623.0 2013 5.0
997 UIS.XGDP.56.FSGOV 0.91302 2006 13.0
998 IT.NET.USER.P2 58.347734 2016 2.0
999 ACC.IT.EL 6452390.0 NaN NaN
check 1 TUR
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.6989951253018468
check 6, score entree 0 0
check 7, score sortie 1.0484926879527703 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.452238066326946
check 6, score entree 1.0484926879527703 1
check 7, score sortie 1.7268497874431894 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.1134818255986474]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.1134818255986474], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.696429943727717
check 6, score entree 1.7268497874431894 4
check 7, score sortie 2.771494703034765 4
check fin score diff 0.21134818255986476
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.698477209700985
check 0 PAYS CODE PAYS \
1000 Turkmenistan TKM
1001 Turkmenistan TKM
1002 Turkmenistan TKM
1003 Turkmenistan TKM
1004 Turkmenistan TKM
INDICATEUR_N INDICATEUR \
1000 Nb élèves accès internet ACC.IT.EL
1001 Nombre d'inscription au lycée UIS.E.3
1002 Nombre d'inscription à l'université SE.TER.ENRL
1003 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
1004 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
MAJ ANNÉE_MAJ NB_NAN
1000 50050.0 NaN NaN
1001 233794.0 2014 13.0
1002 44411.0 2014 13.0
1003 17.990324 2016 2.0
1004 0.28139 2012 13.0
check 1 TKM
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.005402078715572406
check 6, score entree 0 0
check 7, score sortie 0.00810311807335861 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02113417421709509
check 6, score entree 0.00810311807335861 1
check 7, score sortie 0.03980437939900124 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00509797750825405
check 6, score entree 0.03980437939900124 2
check 7, score sortie 0.047451345661382316 2
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [2.7953682168675824]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.7953682168675824], dtype=object)]
check fin score diff 0.27953682168675825
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.1334017377336469
check 0 PAYS CODE PAYS \
1005 Turks and Caicos Islands TCA
1006 Turks and Caicos Islands TCA
1007 Turks and Caicos Islands TCA
1008 Turks and Caicos Islands TCA
INDICATEUR_N INDICATEUR \
1005 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
1006 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
1007 Nombre d'inscription au lycée UIS.E.3
1008 Nombre d'inscription à l'université SE.TER.ENRL
MAJ ANNÉE_MAJ NB_NAN
1005 0.73222 2015 13.0
1006 1.35422 2015 13.0
1007 800.0 2015 11.0
1008 286.0 2015 11.0
check 1 TCA
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [4.308667413647094]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.308667413647094], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.7298424834741057]
check 3 cas 1, score inves, entrée [array([4.308667413647094], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.7298424834741057], dtype=object), array([4.308667413647094], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 4.046836620405801e-05
check 6, score entree 0 2
check 7, score sortie 6.0702549306087015e-05 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 1.0607095252038186e-05
check 6, score entree 6.0702549306087015e-05 3
check 7, score sortie 7.66131921841443e-05 3
check fin score diff 0.40192549485606
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.19191534213792427
check 0 PAYS CODE PAYS INDICATEUR_N INDICATEUR \
1010 Tuvalu TUV Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
1011 Tuvalu TUV Nb élèves accès internet ACC.IT.EL
1012 Tuvalu TUV Nombre d'inscription au lycée UIS.E.3
MAJ ANNÉE_MAJ NB_NAN
1010 46.009152 2016 4.0
1011 162.0 NaN NaN
1012 353.0 2014 13.0
check 1 TUV
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.E.3']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 1.748524978866593e-05
check 6, score entree 0 1
check 7, score sortie 2.6227874682998894e-05 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0
check 6, score entree 2.6227874682998894e-05 2
check 7, score sortie 2.6227874682998894e-05 2
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06383536763291128
check 0 PAYS CODE PAYS INDICATEUR_N \
1013 Uganda UGA Nombre d'utilisateurs d'internet (%)
1014 Uganda UGA Dépenses du gouvernement dédiées au cycle tert...
1015 Uganda UGA Dépenses du gouvernement dédiées au cycle seco...
1016 Uganda UGA Nombre d'inscription au lycée
1017 Uganda UGA Nombre d'inscription à l'université
1018 Uganda UGA Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
1013 IT.NET.USER.P2 21.87617 2016 2.0
1014 UIS.XGDP.56.FSGOV 0.30274 2013 9.0
1015 UIS.XGDP.23.FSGOV 0.6426 2013 9.0
1016 UIS.E.3 189104.0 2008 11.0
1017 SE.TER.ENRL 165396.0 2014 7.0
1018 ACC.IT.EL 77551.0 NaN NaN
check 1 UGA
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.7723194828454885]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.7723194828454885], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.44769489855023403]
check 3 cas 1, score inves, entrée [array([0.7723194828454885], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.44769489855023403], dtype=object), array([0.7723194828454885], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.017088242929266563
check 6, score entree 0 3
check 7, score sortie 0.025632364393899845 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01904688423725231
check 6, score entree 0.025632364393899845 4
check 7, score sortie 0.05420269074977831 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.008370361767659455
check 6, score entree 0.05420269074977831 5
check 7, score sortie 0.06675823340126749 5
check fin score diff 0.06100071906978613
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.04845935158958588
check 0 PAYS CODE PAYS INDICATEUR_N \
1019 Ukraine UKR Nombre d'inscription au lycée
1020 Ukraine UKR Nombre d'inscription à l'université
1021 Ukraine UKR Dépenses du gouvernement dédiées au cycle seco...
1022 Ukraine UKR Nb élèves accès internet
1023 Ukraine UKR Nombre d'utilisateurs d'internet (%)
1024 Ukraine UKR Dépenses du gouvernement dédiées au cycle tert...
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
1019 UIS.E.3 804376.0 2014 4.0
1020 SE.TER.ENRL 1776190.0 2015 3.0
1021 UIS.XGDP.23.FSGOV 1.87646 2013 11.0
1022 ACC.IT.EL 1354328.0 NaN NaN
1023 IT.NET.USER.P2 52.481808 2016 2.0
1024 UIS.XGDP.56.FSGOV 2.12621 2013 6.0
check 1 UKR
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.07279082147759583
check 6, score entree 0 0
check 7, score sortie 0.10918623221639374 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.20476259499172625
check 6, score entree 0.10918623221639374 1
check 7, score sortie 0.4163301247039831 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.20302877244231188]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.20302877244231188], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.14617755170237254
check 6, score entree 0.4163301247039831 3
check 7, score sortie 0.6355964522575419 3
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.20302877244231188], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.20302877244231188], dtype=object)]
check fin score diff 0.010151438622115594
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.17994635976162923
check 0 PAYS CODE PAYS \
1025 United Arab Emirates ARE
1026 United Arab Emirates ARE
1027 United Arab Emirates ARE
1028 United Arab Emirates ARE
1029 United Arab Emirates ARE
INDICATEUR_N INDICATEUR \
1025 Nombre d'inscription à l'université SE.TER.ENRL
1026 Nombre d'inscription au lycée UIS.E.3
1027 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
1028 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
1029 Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
1025 156613.0 2015 5.0
1026 157821.0 2014 5.0
1027 0.7117 2012 12.0
1028 90.600007 2016 2.0
1029 284877.0 NaN NaN
check 1 ARE
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves)
194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01803425252422349
check 6, score entree 0 0
check 7, score sortie 0.027051378786335237 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.014256091027786593
check 6, score entree 0.027051378786335237 1
check 7, score sortie 0.04843551532801513 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [4.377989696875334]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.377989696875334], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.03074781175336904
check 6, score entree 0.04843551532801513 4
check 7, score sortie 0.09455723295806868 4
check fin score diff 0.4377989696875334
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.219650255882043
check 0 PAYS CODE PAYS \
1030 United Kingdom GBR
1031 United Kingdom GBR
1032 United Kingdom GBR
1033 United Kingdom GBR
1034 United Kingdom GBR
1035 United Kingdom GBR
INDICATEUR_N INDICATEUR \
1030 Nb élèves accès internet ACC.IT.EL
1031 Nombre d'inscription à l'université SE.TER.ENRL
1032 Nombre d'inscription au lycée UIS.E.3
1033 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
1034 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
1035 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
MAJ ANNÉE_MAJ NB_NAN
1030 6205933.0 NaN NaN
1031 2352932.75 2014 4.0
1032 4195081.5 2014 4.0
1033 2.28238 2013 6.0
1034 1.36234 2013 6.0
1035 94.775801 2016 2.0
check 1 GBR
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.6698289424489193
check 6, score entree 0 0
check 7, score sortie 1.004743413673379 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.27125786983055716
check 6, score entree 1.004743413673379 1
check 7, score sortie 1.4116302184192149 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.37976243638612744
check 6, score entree 1.4116302184192149 2
check 7, score sortie 1.981273872998406 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [2.7935535678816352]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.7935535678816352], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.6284111932989456]
check 3 cas 1, score inves, entrée [array([2.7935535678816352], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.6284111932989456], dtype=object), array([2.7935535678816352], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.32109823805902904
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.5962493853313691
check 0 PAYS CODE PAYS \
1036 United States USA
1037 United States USA
1038 United States USA
1039 United States USA
1040 United States USA
1041 United States USA
INDICATEUR_N INDICATEUR \
1036 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
1037 Nombre d'inscription à l'université SE.TER.ENRL
1038 Nombre d'inscription au lycée UIS.E.3
1039 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
1040 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
1041 Nb élèves accès internet ACC.IT.EL
MAJ ANNÉE_MAJ NB_NAN
1036 76.176737 2016 2.0
1037 19531728.0 2015 3.0
1038 11736315.0 2014 4.0
1039 1.76548 2012 6.0
1040 1.36411 2011 7.0
1041 23818975.0 NaN NaN
check 1 USA
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 2.2518787125698094
check 6, score entree 0 1
check 7, score sortie 3.3778180688547144 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 1.0624948724226153
check 6, score entree 3.3778180688547144 2
check 7, score sortie 4.971560377488638 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.3149806513900195]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.3149806513900195], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.6265003400715137]
check 3 cas 1, score inves, entrée [array([3.3149806513900195], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.6265003400715137], dtype=object), array([3.3149806513900195], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 2.570868688796229
check 6, score entree 4.971560377488638 5
check 7, score sortie 8.827863410682982 5
check fin score diff 0.3470740495730767
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 2.0584973319693742
check 0 PAYS CODE PAYS INDICATEUR_N \
1042 Uruguay URY Nombre d'utilisateurs d'internet (%)
1043 Uruguay URY Dépenses du gouvernement dédiées au cycle tert...
1044 Uruguay URY Dépenses du gouvernement dédiées au cycle seco...
1045 Uruguay URY Nb élèves accès internet
1046 Uruguay URY Nombre d'inscription à l'université
1047 Uruguay URY Nombre d'inscription au lycée
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
1042 IT.NET.USER.P2 66.4 2016 2.0
1043 UIS.XGDP.56.FSGOV 1.16866 2011 11.0
1044 UIS.XGDP.23.FSGOV 1.44486 2011 11.0
1045 ACC.IT.EL 178253.0 NaN NaN
1046 SE.TER.ENRL 145787.0 2015 5.0
1047 UIS.E.3 122666.0 2013 7.0
check 1 URY
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [3.837501494543202]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.837501494543202], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [3.6384087081687095]
check 3 cas 1, score inves, entrée [array([3.837501494543202], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.6384087081687095], dtype=object), array([3.837501494543202], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.019239495250488077
check 6, score entree 0 3
check 7, score sortie 0.028859242875732116 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01678607411989126
check 6, score entree 0.028859242875732116 4
check 7, score sortie 0.054038354055569005 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.011073394352386908
check 6, score entree 0.054038354055569005 5
check 7, score sortie 0.07064844558414937 5
check fin score diff 0.37379551013559564
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20094552249356276
check 0 PAYS CODE PAYS INDICATEUR_N \
1048 Uzbekistan UZB Nb élèves accès internet
1049 Uzbekistan UZB Nombre d'inscription à l'université
1050 Uzbekistan UZB Nombre d'inscription au lycée
1051 Uzbekistan UZB Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
1048 ACC.IT.EL 893221.0 NaN NaN
1049 SE.TER.ENRL 265679.0 2016 2.0
1050 UIS.E.3 1643267.0 2011 7.0
1051 IT.NET.USER.P2 46.791287 2016 2.0
check 1 UZB
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.09640859445359241
check 6, score entree 0 0
check 7, score sortie 0.14461289168038863 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.030608963945514767
check 6, score entree 0.14461289168038863 1
check 7, score sortie 0.19052633759866078 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.14873835658562362
check 6, score entree 0.19052633759866078 2
check 7, score sortie 0.4136338724770962 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.13056039839938216
check 0 PAYS CODE PAYS INDICATEUR_N \
1052 Vanuatu VUT Nb élèves accès internet
1053 Vanuatu VUT Nombre d'inscription au lycée
1054 Vanuatu VUT Dépenses du gouvernement dédiées au cycle seco...
1055 Vanuatu VUT Dépenses du gouvernement dédiées au cycle tert...
1056 Vanuatu VUT Nombre d'utilisateurs d'internet (%)
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
1052 ACC.IT.EL 1480.0 NaN NaN
1053 UIS.E.3 6167.0 2010 13.0
1054 UIS.XGDP.23.FSGOV 1.59819 2014 11.0
1055 UIS.XGDP.56.FSGOV 0.33869 2008 13.0
1056 IT.NET.USER.P2 24.0 2016 2.0
check 1 VUT
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0001597417881927505
check 6, score entree 0 0
check 7, score sortie 0.00023961268228912575 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0005263603604259359
check 6, score entree 0.00023961268228912575 1
check 7, score sortie 0.0010291532229280294 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.483735872827054]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.483735872827054], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.7335090731456484]
check 3 cas 1, score inves, entrée [array([0.483735872827054], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.7335090731456484], dtype=object), array([0.483735872827054], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.11086224729863513
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.06635987245139642
check 0 PAYS CODE PAYS \
1057 Venezuela, RB VEN
1058 Venezuela, RB VEN
1059 Venezuela, RB VEN
1060 Venezuela, RB VEN
1061 Venezuela, RB VEN
1062 Venezuela, RB VEN
INDICATEUR_N INDICATEUR \
1057 Nombre d'inscription à l'université SE.TER.ENRL
1058 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
1059 Dépenses du gouvernement dédiées au cycle tert... UIS.XGDP.56.FSGOV
1060 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
1061 Nb élèves accès internet ACC.IT.EL
1062 Nombre d'inscription au lycée UIS.E.3
MAJ ANNÉE_MAJ NB_NAN
1057 2123041.0 2009 12.0
1058 1.30861 2009 11.0
1059 1.55361 2009 11.0
1060 60.0 2016 2.0
1061 1809247.0 NaN NaN
1062 892370.0 2014 4.0
check 1 VEN
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.E.3']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.24475261233155993
check 6, score entree 0 0
check 7, score sortie 0.36712891849733986 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.7758520075977235]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.7758520075977235], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.4219225763789036]
check 3 cas 1, score inves, entrée [array([1.7758520075977235], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.4219225763789036], dtype=object), array([1.7758520075977235], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.19527861558268192
check 6, score entree 0.36712891849733986 4
check 7, score sortie 0.6600468418713628 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.08075720495804299
check 6, score entree 0.6600468418713628 5
check 7, score sortie 0.7811826493084273 5
check fin score diff 0.15988872919883135
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.2640577401079274
check 0 PAYS CODE PAYS INDICATEUR_N \
1063 Vietnam VNM Nombre d'inscription à l'université
1064 Vietnam VNM Dépenses du gouvernement dédiées au cycle seco...
1065 Vietnam VNM Dépenses du gouvernement dédiées au cycle tert...
1066 Vietnam VNM Nombre d'utilisateurs d'internet (%)
1067 Vietnam VNM Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
1063 SE.TER.ENRL 2466643.0 2015 3.0
1064 UIS.XGDP.23.FSGOV 2.72829 2012 11.0
1065 UIS.XGDP.56.FSGOV 1.05047 2012 11.0
1066 IT.NET.USER.P2 46.5 2016 2.0
1067 ACC.IT.EL 1146989.0 NaN NaN
check 1 VNM
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.2843680377966776
check 6, score entree 0 0
check 7, score sortie 0.4265520566950164 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.9650954757081558]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([0.9650954757081558], dtype=object), 0]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.12379869857933425
check 6, score entree 0.4265520566950164 4
check 7, score sortie 0.6122501045640177 4
check fin score diff 0.048254773785407795
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.183086144329665
check 0 PAYS CODE PAYS INDICATEUR_N \
1068 Virgin Islands (U.S.) VIR Nombre d'inscription à l'université
1069 Virgin Islands (U.S.) VIR Nombre d'utilisateurs d'internet (%)
1070 Virgin Islands (U.S.) VIR Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
1068 SE.TER.ENRL 2488.0 2007 13.0
1069 IT.NET.USER.P2 59.608316 2016 2.0
1070 ACC.IT.EL 1483.0 NaN NaN
check 1 VIR
check 2, liste indic ['SE.TER.ENRL', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00026448561421930005
check 6, score entree 0 0
check 7, score sortie 0.0003967284213289501 0
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0001600655891147628
check 6, score entree
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray. score_inves = np.array(score_inves) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount) /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice. score_diff = score_inves.mean().item() /opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars ret = ret.dtype.type(ret / rcount)
0.0003967284213289501 2
check 7, score sortie 0.0006368268050010943 2
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.1065184737882981
check 0 PAYS CODE PAYS INDICATEUR_N \
1071 West Bank and Gaza PSE Nb élèves accès internet
1072 West Bank and Gaza PSE Nombre d'inscription au lycée
1073 West Bank and Gaza PSE Nombre d'utilisateurs d'internet (%)
1074 West Bank and Gaza PSE Nombre d'inscription à l'université
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
1071 ACC.IT.EL 222127.0 NaN NaN
1072 UIS.E.3 142063.0 2014 4.0
1073 IT.NET.USER.P2 61.178385 2016 2.0
1074 SE.TER.ENRL 221018.0 2015 3.0
check 1 PSE
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2', 'SE.TER.ENRL']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.023974975801277762
check 6, score entree 0 0
check 7, score sortie 0.03596246370191664 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.012829467952521389
check 6, score entree 0.03596246370191664 1
check 7, score sortie 0.055206665630698724 1
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.02545979567321827
check 6, score entree 0.055206665630698724 3
check 7, score sortie 0.09339635914052613 3
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.06242475726394173
check 0 PAYS CODE PAYS \
1075 Yemen, Rep. YEM
1076 Yemen, Rep. YEM
1077 Yemen, Rep. YEM
1078 Yemen, Rep. YEM
1079 Yemen, Rep. YEM
INDICATEUR_N INDICATEUR \
1075 Nb élèves accès internet ACC.IT.EL
1076 Dépenses du gouvernement dédiées au cycle seco... UIS.XGDP.23.FSGOV
1077 Nombre d'inscription à l'université SE.TER.ENRL
1078 Nombre d'utilisateurs d'internet (%) IT.NET.USER.P2
1079 Nombre d'inscription au lycée UIS.E.3
MAJ ANNÉE_MAJ NB_NAN
1075 238291.0 NaN NaN
1076 0.85512 2011 13.0
1077 267498.0 2011 7.0
1078 24.579208 2016 2.0
1079 701984.0 2013 8.0
check 1 YEM
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.025719615169080206
check 6, score entree 0 0
check 7, score sortie 0.03857942275362031 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.2333136408489485]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.2333136408489485], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.030818684665769737
check 6, score entree 0.03857942275362031 2
check 7, score sortie 0.08480744975227492 2
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.06352094015239246
check 6, score entree 0.08480744975227492 4
check 7, score sortie 0.1800888599808636 4
check fin score diff 0.12333136408489485
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.10711068597143797
check 0 PAYS CODE PAYS INDICATEUR_N \
1080 Zambia ZMB Nombre d'utilisateurs d'internet (%)
1081 Zambia ZMB Dépenses du gouvernement dédiées au cycle tert...
1082 Zambia ZMB Dépenses du gouvernement dédiées au cycle seco...
1083 Zambia ZMB Nombre d'inscription à l'université
1084 Zambia ZMB Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
1080 IT.NET.USER.P2 25.506579 2016 2.0
1081 UIS.XGDP.56.FSGOV 0.44695 2005 13.0
1082 UIS.XGDP.23.FSGOV 0.25146 2005 13.0
1083 SE.TER.ENRL 56680.0 2012 12.0
1084 ACC.IT.EL 14457.0 NaN NaN
check 1 ZMB
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [1.6166352642879696]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.6166352642879696], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [1.8422605244433974]
check 3 cas 1, score inves, entrée [array([1.6166352642879696], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.8422605244433974], dtype=object), array([1.6166352642879696], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00651252589572423
check 6, score entree 0 3
check 7, score sortie 0.009768788843586345 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0015603966431774281
check 6, score entree 0.009768788843586345 4
check 7, score sortie 0.012109383808352487 4
check fin score diff 0.17294478943656835
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.08192641983934486
check 0 PAYS CODE PAYS INDICATEUR_N \
1085 Zimbabwe ZWE Nombre d'utilisateurs d'internet (%)
1086 Zimbabwe ZWE Dépenses du gouvernement dédiées au cycle tert...
1087 Zimbabwe ZWE Dépenses du gouvernement dédiées au cycle seco...
1088 Zimbabwe ZWE Nombre d'inscription au lycée
1089 Zimbabwe ZWE Nombre d'inscription à l'université
1090 Zimbabwe ZWE Nb élèves accès internet
INDICATEUR MAJ ANNÉE_MAJ NB_NAN
1085 IT.NET.USER.P2 23.119989 2016 2.0
1086 UIS.XGDP.56.FSGOV 0.45021 2010 12.0
1087 UIS.XGDP.23.FSGOV 0.50527 2010 13.0
1088 UIS.E.3 490522.0 2013 12.0
1089 SE.TER.ENRL 135575.0 2015 9.0
1090 ACC.IT.EL 144754.0 NaN NaN
check 1 ZWE
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max = 4.72333002090454 ,score calculé avec alpha et beta = 5.0
check diff [0.6131158607851022]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.6131158607851022], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max = 5.05168008804321 ,score calculé avec alpha et beta = 5.0
check diff [0.5862276329939409]
check 3 cas 1, score inves, entrée [array([0.6131158607851022], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.5862276329939409], dtype=object), array([0.6131158607851022], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max = 55228676.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.04437659640688347
check 6, score entree 0 3
check 7, score sortie 0.0665648946103252 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max = 43367392.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01560868654691502
check 6, score entree 0.0665648946103252 4
check 7, score sortie 0.08997792443069774 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max = 46324760.0 ,score calculé avec alpha et beta = 5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.015623826221657705
check 6, score entree 0.08997792443069774 5
check 7, score sortie 0.11341366376318429 5
check fin score diff 0.05996717468895216
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.058166135840880095
Data_potentiel = Data_potentiel.sort_values('SCORE TOTAL',ascending = False)
Data_potentiel = Data_potentiel.reset_index()
Data_potentiel= Data_potentiel.drop(columns = 'index')
Data_potentiel.head(20)
| PAYS | CODE PAYS | REGION | SCORE REVENUS | SE.TER.ENRL | UIS.E.3 | ACC.IT.EL | DIFF.INV.REV | SCORE TOTAL | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | China | CHN | East Asia & Pacific | 3 | 5.00 | 3.96 | 5.00 | NaN | 4.52 |
| 1 | India | IND | South Asia | 2 | 3.70 | 5.00 | 2.79 | 0.07 | 3.72 |
| 2 | United States | USA | North America | 5 | 2.25 | 1.06 | 2.57 | 0.35 | 2.06 |
| 3 | Brazil | BRA | Latin America & Caribbean | 3 | 0.96 | 0.90 | 1.17 | 0.12 | 1.06 |
| 4 | Russian Federation | RUS | Europe & Central Asia | 5 | 0.76 | 0.26 | 0.78 | 0.42 | 0.77 |
| 5 | Turkey | TUR | Europe & Central Asia | 3 | 0.70 | 0.45 | 0.70 | 0.21 | 0.70 |
| 6 | Indonesia | IDN | East Asia & Pacific | 2 | 0.59 | 0.90 | 0.41 | 0.14 | 0.68 |
| 7 | Japan | JPN | East Asia & Pacific | 5 | 0.45 | 0.33 | 0.75 | 0.40 | 0.68 |
| 8 | United Kingdom | GBR | Europe & Central Asia | 5 | 0.27 | 0.38 | 0.67 | 0.32 | 0.60 |
| 9 | Iran, Islamic Rep. | IRN | Middle East & North Africa | 3 | 0.55 | 0.33 | 0.49 | 0.21 | 0.55 |
| 10 | Mexico | MEX | Latin America & Caribbean | 3 | 0.39 | 0.42 | 0.52 | 0.18 | 0.53 |
| 11 | Germany | DEU | Europe & Central Asia | 5 | 0.34 | 0.23 | 0.54 | 0.33 | 0.53 |
| 12 | Korea, Rep. | KOR | East Asia & Pacific | 5 | 0.38 | 0.17 | 0.52 | 0.37 | 0.53 |
| 13 | France | FRA | Europe & Central Asia | 5 | 0.28 | 0.24 | 0.46 | 0.32 | 0.48 |
| 14 | Italy | ITA | Europe & Central Asia | 5 | 0.21 | 0.25 | 0.30 | 0.38 | 0.43 |
| 15 | Spain | ESP | Europe & Central Asia | 5 | 0.23 | 0.15 | 0.32 | 0.38 | 0.41 |
| 16 | Poland | POL | Europe & Central Asia | 5 | 0.20 | 0.14 | 0.27 | 0.37 | 0.38 |
| 17 | Argentina | ARG | Latin America & Caribbean | 3 | 0.33 | 0.16 | 0.35 | 0.14 | 0.36 |
| 18 | Saudi Arabia | SAU | Middle East & North Africa | 5 | 0.18 | 0.15 | 0.26 | 0.31 | 0.36 |
| 19 | Philippines | PHL | East Asia & Pacific | 2 | 0.41 | 0.14 | 0.31 | 0.15 | 0.35 |
Data_potentiel[Data_potentiel['CODE PAYS']=='CAN']
| PAYS | CODE PAYS | REGION | SCORE REVENUS | SE.TER.ENRL | UIS.E.3 | ACC.IT.EL | DIFF.INV.REV | SCORE TOTAL | |
|---|---|---|---|---|---|---|---|---|---|
| 28 | Canada | CAN | North America | 5 | NaN | 0.14 | 0.15 | 0.35 | 0.27 |
Data_update[(Data_update['CODE PAYS']== 'NGA')|(Data_update['CODE PAYS']== 'IND')
|(Data_update['CODE PAYS']== 'CAN')|(Data_update['CODE PAYS']== 'GBR')]
##Commentaire Chine, donnée qui date de 2006, avec 5 ordinateur pour 100 personnes
## Commentaire Inde, donnée qui date de 2007, avec 3 ordinateur pour 100 personnes
## Commentaire Canada, Avec une donnée manquante (nombre d'étudiant), le Canada arrive en 3ème position.
##Le nombre de lycéen
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | MAJ | ANNÉE_MAJ | NB_NAN | |
|---|---|---|---|---|---|---|---|
| 182 | Canada | CAN | Nombre d'inscription au lycée | UIS.E.3 | 1531393.0 | 2013 | 5.0 |
| 183 | Canada | CAN | Dépenses du gouvernement dédiées au cycle seco... | UIS.XGDP.23.FSGOV | 1.39215 | 2011 | 13.0 |
| 184 | Canada | CAN | Dépenses du gouvernement dédiées au cycle tert... | UIS.XGDP.56.FSGOV | 1.73045 | 2012 | 8.0 |
| 185 | Canada | CAN | Nombre d'utilisateurs d'internet (%) | IT.NET.USER.P2 | 89.84 | 2016 | 2.0 |
| 186 | Canada | CAN | Nb élèves accès internet | ACC.IT.EL | 1375803.0 | NaN | NaN |
| 440 | India | IND | Nb élèves accès internet | ACC.IT.EL | 25805339.0 | NaN | NaN |
| 441 | India | IND | Dépenses du gouvernement dédiées au cycle tert... | UIS.XGDP.56.FSGOV | 1.23058 | 2012 | 8.0 |
| 442 | India | IND | Nombre d'inscription au lycée | UIS.E.3 | 55228676.0 | 2013 | 5.0 |
| 443 | India | IND | Nombre d'inscription à l'université | SE.TER.ENRL | 32107420.0 | 2015 | 3.0 |
| 444 | India | IND | Dépenses du gouvernement dédiées au cycle seco... | UIS.XGDP.23.FSGOV | 1.48175 | 2012 | 8.0 |
| 445 | India | IND | Nombre d'utilisateurs d'internet (%) | IT.NET.USER.P2 | 29.547163 | 2016 | 2.0 |
| 725 | Nigeria | NGA | Nombre d'utilisateurs d'internet (%) | IT.NET.USER.P2 | 25.67 | 2016 | 2.0 |
| 726 | Nigeria | NGA | Nombre d'inscription à l'université | SE.TER.ENRL | 1513371.0 | 2011 | 11.0 |
| 727 | Nigeria | NGA | Nombre d'inscription au lycée | UIS.E.3 | 4046541.0 | 2010 | 8.0 |
| 728 | Nigeria | NGA | Nb élèves accès internet | ACC.IT.EL | 1427229.0 | NaN | NaN |
| 1030 | United Kingdom | GBR | Nb élèves accès internet | ACC.IT.EL | 6205933.0 | NaN | NaN |
| 1031 | United Kingdom | GBR | Nombre d'inscription à l'université | SE.TER.ENRL | 2352932.75 | 2014 | 4.0 |
| 1032 | United Kingdom | GBR | Nombre d'inscription au lycée | UIS.E.3 | 4195081.5 | 2014 | 4.0 |
| 1033 | United Kingdom | GBR | Dépenses du gouvernement dédiées au cycle seco... | UIS.XGDP.23.FSGOV | 2.28238 | 2013 | 6.0 |
| 1034 | United Kingdom | GBR | Dépenses du gouvernement dédiées au cycle tert... | UIS.XGDP.56.FSGOV | 1.36234 | 2013 | 6.0 |
| 1035 | United Kingdom | GBR | Nombre d'utilisateurs d'internet (%) | IT.NET.USER.P2 | 94.775801 | 2016 | 2.0 |
#Data_update[Data_update['INDICATEUR']=='IT.CMP.PCMP.P2'].sort_values('ANNÉE_MAJ', ascending = False)
#Data_update[Data_update['INDICATEUR']=='IT.NET.USER.P2'].sort_values('ANNÉE_MAJ', ascending = False)
Corrections et itération :
itération 7 :
Le luxembourg arrive en 8ème position alors que leur score étudiant est nul. Il y a au total 6000 étudiants contre 32 millions en Inde qui est en 9ème position. Les données relatives à la possession d'un PC date de 2007 pour l'Inde avec 3 ordinateurs pour 100 personnes, 15 ans plus tard je ne suis pas sûre que ce soit le cas. Dans la table Data_update, les données les plus récentes pour l'indicateur IT.CMP.PCMP.P2 date de l'année 2009, et les plus anciennes de 2005. Depuis 2009 d'autres outils ont fait leur apparition :tablette,smartphone etc faire boxplot
Je choisie une approche probabiliste du problème pour ajuster les pondérations.Soit $N$, le nombre total d'étudiant. Je multiplie $N$ par le pourcentage de personnes ayant accès à internet et par le pourcentage de personnes ayant accès à un ordinateur. Pour le nombre d'inscrits $N$ au lycée ou à l'université, $P_k = N.$x IT.CMP.PCMP.P2 xIT.NET.USER.P2. Je crée donc deux nouveaux indicateurs 'ACC.IT.EL', 'ACC.IT.EL'
itération 8 : Je supprime les indicateurs IT.CMP.PCMP.P2 xIT.NET.USER.P2. et je garde les indicateurs que j'ai crée. 'ACC.IT.EL', 'ACC.IT.EL'. Je maintiens les indicateurs de taux d'inscription et je les baisse à la pondération $P_k = .8$
Data_potentiel[Data_potentiel['REGION']== 'Sub-Saharan Africa']
| PAYS | CODE PAYS | REGION | SCORE REVENUS | SE.TER.ENRL | UIS.E.3 | ACC.IT.EL | DIFF.INV.REV | SCORE TOTAL | |
|---|---|---|---|---|---|---|---|---|---|
| 26 | South Africa | ZAF | Sub-Saharan Africa | 3 | 0.12 | 0.27 | 0.23 | 0.18 | 0.30 |
| 30 | Nigeria | NGA | Sub-Saharan Africa | 2 | 0.17 | 0.37 | 0.15 | NaN | 0.26 |
| 91 | Angola | AGO | Sub-Saharan Africa | 3 | 0.03 | 0.03 | 0.01 | 0.25 | 0.14 |
| 95 | Congo, Dem. Rep. | COD | Sub-Saharan Africa | 1 | 0.05 | 0.21 | 0.02 | 0.07 | 0.13 |
| 100 | South Sudan | SSD | Sub-Saharan Africa | 2 | NaN | NaN | NaN | 0.19 | 0.11 |
| 101 | Sudan | SDN | Sub-Saharan Africa | 2 | 0.07 | 0.08 | 0.05 | NaN | 0.11 |
| 102 | Seychelles | SYC | Sub-Saharan Africa | 3 | 0.00 | 0.00 | 0.00 | 0.22 | 0.11 |
| 110 | Gabon | GAB | Sub-Saharan Africa | 3 | NaN | NaN | NaN | NaN | 0.11 |
| 112 | Ghana | GHA | Sub-Saharan Africa | 2 | 0.05 | 0.08 | 0.05 | 0.04 | 0.11 |
| 115 | Cameroon | CMR | Sub-Saharan Africa | 2 | 0.04 | 0.05 | 0.03 | 0.11 | 0.11 |
| 118 | Equatorial Guinea | GNQ | Sub-Saharan Africa | 5 | NaN | 0.00 | 0.00 | NaN | 0.11 |
| 125 | Kenya | KEN | Sub-Saharan Africa | 1 | 0.02 | 0.17 | 0.06 | 0.00 | 0.10 |
| 127 | Mauritius | MUS | Sub-Saharan Africa | 3 | 0.00 | 0.01 | 0.01 | 0.14 | 0.10 |
| 128 | Namibia | NAM | Sub-Saharan Africa | 3 | 0.00 | 0.00 | 0.00 | 0.11 | 0.09 |
| 135 | Zambia | ZMB | Sub-Saharan Africa | 2 | 0.01 | NaN | 0.00 | 0.17 | 0.08 |
| 136 | Cote d'Ivoire | CIV | Sub-Saharan Africa | 2 | 0.02 | 0.03 | 0.02 | 0.07 | 0.08 |
| 145 | Mauritania | MRT | Sub-Saharan Africa | 2 | 0.00 | 0.00 | 0.00 | 0.15 | 0.08 |
| 150 | Botswana | BWA | Sub-Saharan Africa | 3 | 0.01 | 0.01 | 0.00 | 0.00 | 0.07 |
| 152 | Ethiopia | ETH | Sub-Saharan Africa | 1 | 0.09 | 0.05 | 0.02 | 0.00 | 0.07 |
| 153 | Sao Tome and Principe | STP | Sub-Saharan Africa | 2 | 0.00 | 0.00 | 0.00 | 0.15 | 0.07 |
| 154 | Senegal | SEN | Sub-Saharan Africa | 2 | 0.02 | 0.01 | 0.01 | 0.05 | 0.07 |
| 161 | Zimbabwe | ZWE | Sub-Saharan Africa | 1 | 0.02 | 0.04 | 0.02 | 0.06 | 0.06 |
| 163 | Congo, Rep. | COG | Sub-Saharan Africa | 2 | 0.00 | 0.01 | 0.00 | 0.07 | 0.06 |
| 167 | Cabo Verde | CPV | Sub-Saharan Africa | 2 | 0.00 | 0.00 | 0.00 | 0.06 | 0.06 |
| 173 | Madagascar | MDG | Sub-Saharan Africa | 1 | 0.01 | 0.03 | 0.00 | 0.06 | 0.05 |
| 174 | Uganda | UGA | Sub-Saharan Africa | 1 | 0.02 | 0.02 | 0.01 | 0.06 | 0.05 |
| 176 | Lesotho | LSO | Sub-Saharan Africa | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.05 |
| 178 | Swaziland | SWZ | Sub-Saharan Africa | 2 | 0.00 | 0.00 | 0.00 | 0.05 | 0.05 |
| 180 | Central African Republic | CAF | Sub-Saharan Africa | 1 | 0.00 | 0.00 | 0.00 | 0.08 | 0.04 |
| 183 | Rwanda | RWA | Sub-Saharan Africa | 1 | 0.01 | 0.02 | 0.01 | 0.02 | 0.04 |
| 184 | Benin | BEN | Sub-Saharan Africa | 1 | 0.02 | 0.02 | 0.00 | 0.01 | 0.04 |
| 185 | Mozambique | MOZ | Sub-Saharan Africa | 1 | 0.02 | 0.01 | 0.01 | 0.01 | 0.04 |
| 186 | Guinea | GIN | Sub-Saharan Africa | 1 | 0.01 | 0.02 | 0.00 | 0.01 | 0.04 |
| 187 | Tanzania | TZA | Sub-Saharan Africa | 1 | 0.02 | 0.02 | 0.00 | 0.04 | 0.04 |
| 188 | Guinea-Bissau | GNB | Sub-Saharan Africa | 1 | 0.00 | 0.00 | 0.00 | 0.07 | 0.04 |
| 191 | Burkina Faso | BFA | Sub-Saharan Africa | 1 | 0.01 | 0.01 | 0.00 | 0.04 | 0.04 |
| 192 | Mali | MLI | Sub-Saharan Africa | 1 | 0.01 | 0.03 | 0.00 | 0.00 | 0.04 |
| 194 | Burundi | BDI | Sub-Saharan Africa | 1 | 0.01 | 0.01 | 0.00 | 0.00 | 0.03 |
| 195 | Sierra Leone | SLE | Sub-Saharan Africa | 1 | NaN | 0.01 | 0.00 | 0.03 | 0.03 |
| 196 | Chad | TCD | Sub-Saharan Africa | 1 | 0.00 | 0.01 | 0.00 | 0.03 | 0.03 |
| 197 | Comoros | COM | Sub-Saharan Africa | 1 | 0.00 | 0.00 | 0.00 | 0.03 | 0.03 |
| 198 | Eritrea | ERI | Sub-Saharan Africa | 1 | 0.00 | 0.01 | 0.00 | NaN | 0.03 |
| 199 | Gambia, The | GMB | Sub-Saharan Africa | 1 | 0.00 | 0.00 | 0.00 | 0.04 | 0.03 |
| 200 | Togo | TGO | Sub-Saharan Africa | 1 | 0.01 | 0.01 | 0.00 | 0.01 | 0.03 |
| 201 | Malawi | MWI | Sub-Saharan Africa | 1 | 0.00 | 0.01 | 0.00 | 0.00 | 0.03 |
| 202 | Niger | NER | Sub-Saharan Africa | 1 | 0.00 | 0.01 | 0.00 | 0.00 | 0.03 |
| 203 | Liberia | LBR | Sub-Saharan Africa | 1 | 0.01 | 0.01 | 0.00 | 0.01 | 0.03 |
| 204 | Somalia | SOM | Sub-Saharan Africa | 1 | NaN | 0.00 | 0.00 | NaN | 0.02 |
Les cinq premiers pays en terme de potentiel d'expansion sont avec les critères posés.
Je tiens à prendre en compte un critère d'attractivité d'investissement. J'utilise le classement Forbes 2021. (cf. lien https://www.forbes.fr/finance/investissement-classement-des-pays-les-plus-attrayants-la-france-performe/)
En tenant compte de cette étude, le top 10 des pays que je recommanderais :
Data_potentiel['SCORE REVENUS'] = pd.to_numeric(Data_potentiel['SCORE REVENUS'])
Data_potentiel.head(20)
| PAYS | CODE PAYS | REGION | SCORE REVENUS | SE.TER.ENRL | UIS.E.3 | ACC.IT.EL | DIFF.INV.REV | SCORE TOTAL | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | China | CHN | East Asia & Pacific | 3 | 5.00 | 3.96 | 5.00 | NaN | 4.52 |
| 1 | India | IND | South Asia | 2 | 3.70 | 5.00 | 2.79 | 0.07 | 3.72 |
| 2 | United States | USA | North America | 5 | 2.25 | 1.06 | 2.57 | 0.35 | 2.06 |
| 3 | Brazil | BRA | Latin America & Caribbean | 3 | 0.96 | 0.90 | 1.17 | 0.12 | 1.06 |
| 4 | Russian Federation | RUS | Europe & Central Asia | 5 | 0.76 | 0.26 | 0.78 | 0.42 | 0.77 |
| 5 | Turkey | TUR | Europe & Central Asia | 3 | 0.70 | 0.45 | 0.70 | 0.21 | 0.70 |
| 6 | Indonesia | IDN | East Asia & Pacific | 2 | 0.59 | 0.90 | 0.41 | 0.14 | 0.68 |
| 7 | Japan | JPN | East Asia & Pacific | 5 | 0.45 | 0.33 | 0.75 | 0.40 | 0.68 |
| 8 | United Kingdom | GBR | Europe & Central Asia | 5 | 0.27 | 0.38 | 0.67 | 0.32 | 0.60 |
| 9 | Iran, Islamic Rep. | IRN | Middle East & North Africa | 3 | 0.55 | 0.33 | 0.49 | 0.21 | 0.55 |
| 10 | Mexico | MEX | Latin America & Caribbean | 3 | 0.39 | 0.42 | 0.52 | 0.18 | 0.53 |
| 11 | Germany | DEU | Europe & Central Asia | 5 | 0.34 | 0.23 | 0.54 | 0.33 | 0.53 |
| 12 | Korea, Rep. | KOR | East Asia & Pacific | 5 | 0.38 | 0.17 | 0.52 | 0.37 | 0.53 |
| 13 | France | FRA | Europe & Central Asia | 5 | 0.28 | 0.24 | 0.46 | 0.32 | 0.48 |
| 14 | Italy | ITA | Europe & Central Asia | 5 | 0.21 | 0.25 | 0.30 | 0.38 | 0.43 |
| 15 | Spain | ESP | Europe & Central Asia | 5 | 0.23 | 0.15 | 0.32 | 0.38 | 0.41 |
| 16 | Poland | POL | Europe & Central Asia | 5 | 0.20 | 0.14 | 0.27 | 0.37 | 0.38 |
| 17 | Argentina | ARG | Latin America & Caribbean | 3 | 0.33 | 0.16 | 0.35 | 0.14 | 0.36 |
| 18 | Saudi Arabia | SAU | Middle East & North Africa | 5 | 0.18 | 0.15 | 0.26 | 0.31 | 0.36 |
| 19 | Philippines | PHL | East Asia & Pacific | 2 | 0.41 | 0.14 | 0.31 | 0.15 | 0.35 |
Représentativité : nombre d'indicateur disponible par région
Variabilité des indicateurs par régions
indic_freq = Data_potentiel.groupby('REGION')[['SE.TER.ENRL','UIS.E.3','ACC.IT.EL',
'DIFF.INV.REV','PAYS']].count()
indic_freq = indic_freq.rename(columns={'PAYS': 'Nombre total de pays'})
indic_freq.loc[len(indic_freq)] = [indic_freq['SE.TER.ENRL'].sum(),indic_freq['UIS.E.3'].sum(),
indic_freq['ACC.IT.EL'].sum(),indic_freq['DIFF.INV.REV'].sum(),
indic_freq['Nombre total de pays'].sum()]
indic_freq = indic_freq.rename({7:'Total'})
indic_freq
| SE.TER.ENRL | UIS.E.3 | ACC.IT.EL | DIFF.INV.REV | Nombre total de pays | |
|---|---|---|---|---|---|
| REGION | |||||
| East Asia & Pacific | 24 | 30 | 30 | 18 | 34 |
| Europe & Central Asia | 51 | 52 | 52 | 48 | 52 |
| Latin America & Caribbean | 33 | 37 | 35 | 32 | 40 |
| Middle East & North Africa | 20 | 21 | 21 | 16 | 21 |
| North America | 1 | 2 | 2 | 2 | 2 |
| South Asia | 8 | 7 | 8 | 7 | 8 |
| Sub-Saharan Africa | 43 | 45 | 46 | 42 | 48 |
| Total | 180 | 194 | 194 | 165 | 205 |
indic_freq = indic_freq.reset_index()
for i,row in indic_freq.iterrows():
for j in range(1,6):
indic_freq.iloc[i,j]= round((row[j]/row[-1])*100,2)
indic_freq = indic_freq.drop(columns='Nombre total de pays')
indic_freq = indic_freq.drop(7)
indic_freq
| REGION | SE.TER.ENRL | UIS.E.3 | ACC.IT.EL | DIFF.INV.REV | |
|---|---|---|---|---|---|
| 0 | East Asia & Pacific | 70.59 | 88.24 | 88.24 | 52.94 |
| 1 | Europe & Central Asia | 98.08 | 100.00 | 100.00 | 92.31 |
| 2 | Latin America & Caribbean | 82.50 | 92.50 | 87.50 | 80.00 |
| 3 | Middle East & North Africa | 95.24 | 100.00 | 100.00 | 76.19 |
| 4 | North America | 50.00 | 100.00 | 100.00 | 100.00 |
| 5 | South Asia | 100.00 | 87.50 | 100.00 | 87.50 |
| 6 | Sub-Saharan Africa | 89.58 | 93.75 | 95.83 | 87.50 |
#Sélection du dataset à tracer
indic_freq_sort = indic_freq.sort_values('REGION')
region = indic_freq_sort.REGION.values.tolist()
ls = indic_freq_sort.columns.tolist()[1:]
dic = {'SE.TER.ENRL':'Nombre d\'inscription à l\'université', 'UIS.E.3':'Nombre d\'inscription au lycée',
'ACC.IT.EL':'Nombre d\'élèves ayant accès à internet',
'DIFF.INV.REV':'Écart revenu et investissement du gouvernement'}
fig, axs = plt.subplots(2,2,dpi=200,figsize = (12,10))
cmap = plt.cm.Blues
a = (np.arange(2,8,0.5))/7
#cmap(a)
#plt.rcParams.update({'figure.autolayout': True})
plt.style.use('seaborn-whitegrid')
i=0
for count,indic in enumerate(ls):
y = indic_freq_sort[indic].values
if count < 2:
ax = axs[i,count]
ax= plt.subplot(2,2,count+1)
ax.barh(region, y, height = 1.0, color = cmap(a))
labels = ax.get_xticklabels()
ax.axvline(100, ls='--', color='g')
ax.set_xlabel('Taux d\'enregistrement (%)', fontsize=8, labelpad = 10)
A = dic[indic]+'\n'+'('+indic+')'
ax.set_title(A,fontsize=10, pad = 10)
ax.tick_params(labelsize =8)
ax.margins(0)
else:
i=1
ax = axs[i,count-2]
ax= plt.subplot(2,2,count+1)
ax.barh(region, y, height = 1.0, color =cmap(a))
labels = ax.get_xticklabels()
ax.axvline(100, ls='--', color='g')
ax.set_xlabel('Taux d\'enregistrement (%)', fontsize=8, labelpad = 10)
A = dic[indic]+'\n'+'('+indic+')'
ax.set_title(A,fontsize=10, pad = 10)
ax.tick_params(labelsize =8)
ax.margins(0)
plt.subplots_adjust(hspace=0.3,wspace=0.4)
#fig.subplots_adjust(hspace=0.,wspace=0)
#fig.tight_layout()
plt.show()
#save plot
fig.savefig('P2_3_5_1.png', transparent=False, dpi=200)
Pour évaluer la représentativité des indicateurs, je visualise le taux d'enregistrement par région, pour chacun des indicateurs. Un taux d'enregistrement de 100% indique que pour tous les pays de la région donnée, une valeur a pu être enregistrée.
print(plt.style.available)
['Solarize_Light2', '_classic_test_patch', '_mpl-gallery', '_mpl-gallery-nogrid', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark', 'seaborn-dark-palette', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'tableau-colorblind10']
#print(plt.style.available)
##2
##Sélection des datasets
ls_indic = Data_potentiel.columns.tolist()[3:]
region = Data_potentiel['REGION'].unique().tolist()
## itérables
for i,indic in enumerate(ls_indic):
X = []
med = []
plt.style.use('seaborn-whitegrid')
fig,ax = plt.subplots(figsize=(10,8), dpi=200)
#print(i,indic)
for j,reg in enumerate(region):
#print('check région',reg)
y = Data_potentiel.loc[Data_potentiel['REGION']==reg,indic].values
mediane = np.nanquantile(y,0.5)
med.append(mediane)
#print('med',med)
#print(y)
y = y[~(np.isnan(y))] #Suppression des nan
X.append(y)
#print('check X:',j,reg,X)
bp = ax.violinplot(X,showmedians= False)
ind_x = np.arange(1,j+2)
#ind_y = np.arange(0,5.5)
ax.scatter(ind_x, med, marker='o', color='white', s=30, zorder=3)
#print(ind)
ax.set_xticks(ind_x,labels = region)
#ax.set_yticks(ind_y,labels = region)
plt.setp(ax.get_xticklabels(), rotation=45, ha="right",
rotation_mode="anchor")
st = 'Dispersion des scores par région'+'\n'+'indicateur '+ indic
ax.set_title(st, fontsize = 14, pad = 12)
ax.set_ylabel('Score', fontsize = 12, labelpad = 10)
ax.legend(loc = 'best', frameon = True, framealpha= 1)
ax.tick_params(labelsize =12)
ax.set_facecolor('#eafff5')
plt.show()
#save plot
nomfichier = 'P2_3_5_2'+'disp_'+indic.lower()+'.png'
fig.savefig(nomfichier, transparent=False, dpi=200, bbox_inches= 'tight')
No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
Afin d'évaluer l'évolution du potentiel, je reviens à la table Data pour étudier les valeurs projetées.
import missingno as msno
CRIT = ['IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3','UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
dic['IT.NET.USER.P2'] = 'Nombre de personnes ayant accès à internet'
dic['UIS.XGDP.23.FSGOV'] = 'Investissement du gouvernement (cycle secondaire) %PIB'
dic['UIS.XGDP.56.FSGOV'] = 'Investissement du gouvernement (cycle tertiare) %PIB'
for count,cr in enumerate(CRIT):
A = Data[Data['INDICATEUR'] == cr]
A_vm = A.sample(200)
%matplotlib inline
msno.matrix(A_vm)
tick = np.arange(A.shape[1])
lab = A.columns.tolist()
plt.title('Visualisation des valeurs manquantes de la table Data \n'
+ 'Indicateur '+cr+':'+dic[cr],
pad = 0, fontsize = 20)
plt.xticks(tick,labels = lab, rotation='vertical',fontsize = 13 )
plt.savefig('4_1_'+str(count+1)+cr[:1]+'.png', bbox_inches='tight')
Pour les indicateurs que j'ai sélectionné aucune valeur n'est disponible au delà de l'année 2016. J'envisage donc d'effectuer les projections nécessaires par régression.
Stratégie :
Je restreint Data_sub aux indicateurs sélectionnés.
Pour traiter les valeurs manquantes de la table Data_sub, j'envisage de les remplacer par une valeur médiane du groupe correspondant à l'indicateur, la région à laquelle le pays appartient et au groupe de revenu auquel le pays appartient.
Exemple : Pour le pays AFG et l'indicateur 'UIS.E.3', il manque la donnée de 2015. Je calcule la médiane de l'indicateur 'UIS.E.3' pour l'année 2015, pour la région et pour le revenus correspondant à l'Afghanistan et je l'affecte à la valeur manquante.
Data_sub = Data_sub_v0
Data_sub.insert(2,'RÉGION',np.nan)
Data_sub.insert(3,'REVENUS',np.nan)
PAYS_ls = Data_sub['CODE PAYS'].unique().tolist()
for c, pays in enumerate(PAYS_ls):
#print('check pays ',pays)
mask = Data_sub['CODE PAYS']== pays
mask01 = Country_sub['CODE PAYS']==pays
Data_sub.loc[mask,['RÉGION']]=Country_sub.loc[mask01, ['REGION']].values[0]
Data_sub.loc[mask,['REVENUS']]=Country_sub.loc[mask01, ['REVENUS']].values[0]
Data_sub = Data_sub[Data_sub['INDICATEUR'].isin(dic)]
Data_sub.head()
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1204 | Afghanistan | AFG | South Asia | Low income | Enrolment in tertiary education, all programme... | SE.TER.ENRL | NaN | NaN | NaN | NaN | 95185.00 | NaN | 97504.0 | NaN | NaN | 262874.0 | NaN | NaN |
| 1214 | Afghanistan | AFG | South Asia | Low income | Enrolment in upper secondary education, both s... | UIS.E.3 | 190104.000000 | 271144.000000 | 285290.0 | 361193.00 | 443002.00 | 567344.0 | 743405.0 | 881415.000000 | 969267.0 | 968769.0 | NaN | NaN |
| 1265 | Afghanistan | AFG | South Asia | Low income | Government expenditure on secondary education ... | UIS.XGDP.23.FSGOV | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1266 | Afghanistan | AFG | South Asia | Low income | Government expenditure on tertiary education a... | UIS.XGDP.56.FSGOV | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1375 | Afghanistan | AFG | South Asia | Low income | Internet users (per 100 people) | IT.NET.USER.P2 | 1.224148 | 2.107124 | 1.9 | 1.84 | 3.55 | 4.0 | 5.0 | 5.454545 | 5.9 | 7.0 | 8.26 | 10.595726 |
Data_sub.head()
indic = Data_sub['INDICATEUR'].unique().tolist()
print(indic)
for count, i in enumerate(indic):
fig, ax = plt.subplots(3,3, figsize= (12,12), dpi=200)
#print(i)
an_fix = '2010'
mask_ind = Data_sub['INDICATEUR']==i
df_tampon = Data_sub[mask_ind]
#print(count,i,df_tampon.head())
reg_ls = df_tampon['RÉGION'].unique().tolist()
#print('check liste region', reg_ls)
seq_Y = []
j=0
for nu,reg in enumerate(reg_ls):
seq_Y = []
#print('check région',reg)
df_tampon_0= df_tampon[df_tampon['RÉGION']==reg]
#print(df_tampon_0.head())
rev_ls = df_tampon_0['REVENUS'].unique().tolist()
#print('check revenu',rev_ls)
if len(rev_ls)==1:
Y = df_tampon_0[an_fix].values
Y = Y[np.logical_not(np.isnan(Y))]
#print('check Y cas 1=',Y)
seq_Y.append(Y)
else :
#print('check cas 2')
for c,rev in enumerate(rev_ls):
#print(rev)
Y = df_tampon_0.loc[df_tampon_0['REVENUS']==rev,an_fix].values
Y = Y[np.logical_not(np.isnan(Y))]
#print('check Y cas 2 =',Y)
seq_Y.append(Y)
#print(seq_Y)
if nu <3 :
#print(nu)
#print('cas nu < 3', rev_ls)
ax[0,nu].boxplot(seq_Y, widths=0.4, patch_artist=True,
showmeans=False, showfliers= False,
medianprops={"color": "white", "linewidth": 0.6},
boxprops={"facecolor": "C3", "edgecolor": "white",
"linewidth": 0.5},
whiskerprops={"color": "C0", "linewidth": 1.5},
capprops={"color": "C0", "linewidth": 1.5})
tick_position = np.arange(len(seq_Y))+1
#print(tick_position)
ax[0,nu].set_xticks(ticks = tick_position,labels = rev_ls)
ax[0,nu].set_title(reg, fontsize =10, pad = 6)
ax[0,nu].set_ylabel(dic[i]+'\n, (2010)', fontsize =8)
ax[0,nu].tick_params(axis = 'x',labelsize =6, rotation =45,
direction = 'out', length = 6,width = 1, bottom = True)
plt.setp(ax[0,nu].get_xticklabels(), ha="right", rotation_mode="anchor")
ax[0,nu].set_facecolor('#eafff5')
elif nu <6:
ax[1,nu-4].boxplot(seq_Y, widths=0.4, patch_artist=True,
showmeans=False, showfliers= False,
medianprops={"color": "white", "linewidth": 0.6},
boxprops={"facecolor": "C3", "edgecolor": "white",
"linewidth": 0.5},
whiskerprops={"color": "C0", "linewidth": 1.5},
capprops={"color": "C0", "linewidth": 1.5})
tick_position = np.arange(len(seq_Y))+1
#print(tick_position)
ax[1,nu-4].set_xticks(ticks = tick_position,labels = rev_ls)
ax[1,nu-4].set_title(reg, fontsize =10, pad = 6)
ax[1,nu-4].set_ylabel(dic[i]+'\n, (2010)', fontsize =8)
ax[1,nu-4].tick_params(axis = 'x',labelsize =6, rotation =45,
direction = 'out', length = 6,width = 1, bottom = True)
plt.setp(ax[1,nu-4].get_xticklabels(), ha="right", rotation_mode="anchor")
ax[1,nu-4].set_facecolor('#eafff5')
else:
ax[2,nu-6].boxplot(seq_Y, widths=0.4, patch_artist=True,
showmeans=False, showfliers= False,
medianprops={"color": "white", "linewidth": 0.6},
boxprops={"facecolor": "C3", "edgecolor": "white",
"linewidth": 0.5},
whiskerprops={"color": "C0", "linewidth": 1.5},
capprops={"color": "C0", "linewidth": 1.5})
tick_position = np.arange(len(seq_Y))+1
#print(tick_position)
ax[2,nu-6].set_xticks(ticks = tick_position,labels = rev_ls)
ax[2,nu-6].set_title(reg, fontsize =10, pad = 6)
ax[2,nu-6].set_ylabel(dic[i]+'\n, (2010)', fontsize =8)
ax[2,nu-6].tick_params(axis = 'x',labelsize =6, rotation =45,
direction = 'out', length = 6,width = 1, bottom = True)
plt.setp(ax[2,nu-6].get_xticklabels(), ha="right", rotation_mode="anchor")
ax[2,nu-6].set_facecolor('#eafff5')
plt.subplots_adjust(hspace=0.7,wspace=0.4)
#fig.ylabel(dic[i]+'\n, (2010)')
plt.savefig('4_2'+i+'_.png',bbox_inches = 'tight')
['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
Correction et itérations :
Les disparités que les boxplots des figures précédentes mettent en évidence pour l'année 2010 (l'année la plus renseignée de toute la table), me dissuadent d'implémenter la technique des médianes par region et niveau de revenus. Cette technique inhibe les outliers et fausse les score des futurs pays à fort potentiels. Pour chaque pays et chaque indicateur, je décide de remplacer les valeurs manquantes par la valeur médiane de chaque ligne et donc propre aux pays étudié.
Data_sub['NB_NAN'] = Data_sub.isna().sum(axis=1)
print('nombre max de valeur manquantes:',Data_sub['NB_NAN'].max())
Data_sub = Data_sub[Data_sub['NB_NAN'] < Data_sub['NB_NAN'].max()]
print(Data_sub.shape)
#med = np.nanquantile(y,0.5)
#print(med)
#np.nan_to_num(y,copy = False, nan = med)
nombre max de valeur manquantes: 12 (886, 19)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3825265468.py:1: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy Data_sub['NB_NAN'] = Data_sub.isna().sum(axis=1)
A = Data_sub.sample(100)
%matplotlib inline
msno.matrix(A)
<AxesSubplot:>
#med = np.nanquantile(y,0.5)
Data_sub = Data_sub.reset_index()
Data_sub = Data_sub.drop(columns = ['index'])
Data_sub.head()
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | NB_NAN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | South Asia | Low income | Enrolment in tertiary education, all programme... | SE.TER.ENRL | NaN | NaN | NaN | NaN | 95185.00 | NaN | 97504.0 | NaN | NaN | 262874.0 | NaN | NaN | 9 |
| 1 | Afghanistan | AFG | South Asia | Low income | Enrolment in upper secondary education, both s... | UIS.E.3 | 190104.000000 | 271144.000000 | 285290.0 | 361193.00 | 443002.00 | 567344.0 | 743405.0 | 881415.000000 | 969267.0 | 968769.0 | NaN | NaN | 2 |
| 2 | Afghanistan | AFG | South Asia | Low income | Internet users (per 100 people) | IT.NET.USER.P2 | 1.224148 | 2.107124 | 1.9 | 1.84 | 3.55 | 4.0 | 5.0 | 5.454545 | 5.9 | 7.0 | 8.26 | 10.595726 | 0 |
| 3 | Albania | ALB | Europe & Central Asia | Upper middle income | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 63257.000000 | 74747.000000 | 86863.0 | 90606.00 | 93139.00 | 122326.0 | 134877.0 | 160839.000000 | 173029.0 | 173819.0 | 160527.00 | NaN | 1 |
| 4 | Albania | ALB | Europe & Central Asia | Upper middle income | Enrolment in upper secondary education, both s... | UIS.E.3 | 156015.000000 | 164572.000000 | 173269.0 | 177572.00 | 132803.00 | 140657.0 | 150134.0 | 152182.000000 | 154425.0 | 151937.0 | NaN | NaN | 2 |
**Erreur** print(Data_crit[Data_crit['CODE PAYS']=='VGB']) 'VGB'in Country_sub['CODE PAYS'] ##Les virgins islands qui font parti du royaume-uni sont dans la liste des pays de la table Data ## et non dans celle de la table Country_sub. Ce qui produisait une erreur ! ## Cette erreur me pousse à réitérer le nettoyage de Data et à ajouter le code 'VGB' à la liste des faux_pays
#Stratégie (itération 1)
df_Med = Data_sub.groupby(['CODE PAYS','PAYS','INDICATEUR',]).median()
#Stratégie précédente (itération 0) #df_Med = Data_sub.groupby(['INDICATEUR','RÉGION','REVENUS']).median() #df_Med = df_Med.reset_index()
df_Med.head()
df_Med.shape
(886, 13)
print(df_Med.isna().mean())
print('taux moyen de valeurs manquantes ',df_Med.isna().mean().mean())
2005 0.274266 2006 0.284424 2007 0.262980 2008 0.240406 2009 0.226862 2010 0.206546 2011 0.206546 2012 0.252822 2013 0.306998 2014 0.425508 2015 0.645598 2016 0.770880 NB_NAN 0.000000 dtype: float64 taux moyen de valeurs manquantes 0.315679805521792
J'obtiens un tableau de 886 lignes et de 13 colonnes. À chaque ligne est associé un indicateur, une région, une catégorie de revenu (clé primaire). Les données du tableau sont les médianes de cette clé primaire de 2005 à 2016. Il y a un taux moyen de valeur manquantes d'environ 32 %.
Je choisie de remplir la table def_Med de proche en proche
Stratégie :
Remplir df_Med de proche en proche avec fillna(), ligne par ligne, en gardant en référence la dernière valeur disponible.
Remplir Data_crit à de l'aide fillna() et de la table df_Med
df_Med = df_Med.reset_index()
df_Med = df_Med.drop(columns = 'NB_NAN')
df_Med = df_Med.fillna(method ='bfill', axis = 1)
df_Med = df_Med.fillna(method ='ffill', axis = 1)
df_Med.head()
| CODE PAYS | PAYS | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ABW | Aruba | IT.NET.USER.P2 | 25.40000 | 28.00000 | 30.90000 | 52.00000 | 58.00000 | 62.00000 | 69.00000 | 74.00000 | 78.90000 | 83.78000 | 88.661227 | 93.542454 |
| 1 | ABW | Aruba | SE.TER.ENRL | 2106.00000 | 2094.00000 | 2232.00000 | 2242.00000 | 2196.00000 | 2330.00000 | 2504.00000 | 2621.00000 | 1181.00000 | 1235.00000 | 1166.000000 | 1166.000000 |
| 2 | ABW | Aruba | UIS.E.3 | 3678.00000 | 3883.00000 | 4430.00000 | 4060.00000 | 3976.00000 | 3913.00000 | 3970.00000 | 4841.00000 | 4841.00000 | 4841.00000 | 4841.000000 | 4841.000000 |
| 3 | ABW | Aruba | UIS.XGDP.23.FSGOV | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.252960 | 1.252960 |
| 4 | ABW | Aruba | UIS.XGDP.56.FSGOV | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.537600 | 0.537600 |
#Test du remplissage de df_Med
print(df_Med.isna().mean())
df_Med.head()
CODE PAYS 0.0 PAYS 0.0 INDICATEUR 0.0 2005 0.0 2006 0.0 2007 0.0 2008 0.0 2009 0.0 2010 0.0 2011 0.0 2012 0.0 2013 0.0 2014 0.0 2015 0.0 2016 0.0 dtype: float64
| CODE PAYS | PAYS | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ABW | Aruba | IT.NET.USER.P2 | 25.40000 | 28.00000 | 30.90000 | 52.00000 | 58.00000 | 62.00000 | 69.00000 | 74.00000 | 78.90000 | 83.78000 | 88.661227 | 93.542454 |
| 1 | ABW | Aruba | SE.TER.ENRL | 2106.00000 | 2094.00000 | 2232.00000 | 2242.00000 | 2196.00000 | 2330.00000 | 2504.00000 | 2621.00000 | 1181.00000 | 1235.00000 | 1166.000000 | 1166.000000 |
| 2 | ABW | Aruba | UIS.E.3 | 3678.00000 | 3883.00000 | 4430.00000 | 4060.00000 | 3976.00000 | 3913.00000 | 3970.00000 | 4841.00000 | 4841.00000 | 4841.00000 | 4841.000000 | 4841.000000 |
| 3 | ABW | Aruba | UIS.XGDP.23.FSGOV | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.25296 | 1.252960 | 1.252960 |
| 4 | ABW | Aruba | UIS.XGDP.56.FSGOV | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.53760 | 0.537600 | 0.537600 |
#Data_sub[Data_sub['CODE PAYS']=='CHN']
col = Data_sub.columns[6:-1] #col est la liste constitué des années 2005 à 2016
col.to_list()
print(col)
##Deuxième tentative (OK)
for i,r in Data_sub.iterrows():
if r.NB_NAN >0 : #Le code ne s'applique qu'aux lignes ayant des valeurs nulles
#print('check 1',r[0])
#reg = r.RÉGION - stratégie, itération 0
#rev = r.REVENUS - stratégie, itération 0
pays = r['CODE PAYS']
cr = r['INDICATEUR']
#print('check 2',reg,rev,cr)
for idx,an in enumerate(col):
#print('check 3',an)
if np.isnan(r[an]): #utilisation de np.isnan() car isna() ne fonctionne pas pour les float
#print(an)
mask1= df_Med['INDICATEUR']==cr
mask2 = df_Med['CODE PAYS']==pays
#mask2= df_Med['RÉGION']==reg - stratégie, itération 0
#mask3= df_Med['REVENUS']==rev - stratégie, itération 0
mask4 = (mask1) & (mask2)
#print(i,idx)
#print(df_Med.loc[mask4,an])
Data_sub.iloc[i,idx+6]= df_Med.loc[mask4,an].values
Index(['2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013',
'2014', '2015', '2016'],
dtype='object')
Data_sub.isna().mean()
PAYS 0.0 CODE PAYS 0.0 RÉGION 0.0 REVENUS 0.0 INDICATEUR_N 0.0 INDICATEUR 0.0 2005 0.0 2006 0.0 2007 0.0 2008 0.0 2009 0.0 2010 0.0 2011 0.0 2012 0.0 2013 0.0 2014 0.0 2015 0.0 2016 0.0 NB_NAN 0.0 dtype: float64
Data_sub.NB_NAN = round(1-(Data_sub.NB_NAN/11),2)
Data_sub= Data_sub.rename(columns = {'NB_NAN': 'TAUX DE REMPLISSAGE'})
print('La table Data_sub a ', Data_sub.shape[0] ,'lignes')
Data_sub.head()
La table Data_sub a 886 lignes
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | TAUX DE REMPLISSAGE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | South Asia | Low income | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 95185.000000 | 95185.000000 | 95185.0 | 95185.00 | 95185.00 | 97504.0 | 97504.0 | 262874.000000 | 262874.0 | 262874.0 | 262874.00 | 262874.000000 | 0.18 |
| 1 | Afghanistan | AFG | South Asia | Low income | Enrolment in upper secondary education, both s... | UIS.E.3 | 190104.000000 | 271144.000000 | 285290.0 | 361193.00 | 443002.00 | 567344.0 | 743405.0 | 881415.000000 | 969267.0 | 968769.0 | 968769.00 | 968769.000000 | 0.82 |
| 2 | Afghanistan | AFG | South Asia | Low income | Internet users (per 100 people) | IT.NET.USER.P2 | 1.224148 | 2.107124 | 1.9 | 1.84 | 3.55 | 4.0 | 5.0 | 5.454545 | 5.9 | 7.0 | 8.26 | 10.595726 | 1.00 |
| 3 | Albania | ALB | Europe & Central Asia | Upper middle income | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 63257.000000 | 74747.000000 | 86863.0 | 90606.00 | 93139.00 | 122326.0 | 134877.0 | 160839.000000 | 173029.0 | 173819.0 | 160527.00 | 160527.000000 | 0.91 |
| 4 | Albania | ALB | Europe & Central Asia | Upper middle income | Enrolment in upper secondary education, both s... | UIS.E.3 | 156015.000000 | 164572.000000 | 173269.0 | 177572.00 | 132803.00 | 140657.0 | 150134.0 | 152182.000000 | 154425.0 | 151937.0 | 151937.00 | 151937.000000 | 0.82 |
#df_Med[df_Med['RÉGION']=='South Asia']
#Data_sub[Data_sub['CODE PAYS'] == 'AFG'].iloc[0]
##Création d'un nouvel indicateur ACC.IT.EL
#Fonction access_eleve renvoie le nombre d'élève ayant accès à internet
#et le nombre d'élève ayant accès à un PC pour l'un des indicateurs 'SE.TER.ENRL' ou 'UIS.E.3' donné.
def access_eleve2(indic, codepays, df, an): #indicateur 'SE.TER.ENRL' ou 'UIS.E.3'
ind_lis = df.loc[df['CODE PAYS']==codepays,'INDICATEUR'].unique().tolist()
#print('check ', ind_lis)
#print(indic)
ind_it = 'IT.NET.USER.P2'
mask00 = df['CODE PAYS']==codepays
mask01 = df['INDICATEUR']==indic
nb_= df.loc[(mask00 & mask01),an].values.tolist()[0]
#print('Check 0',nb_)
cible_it = np.nan
mask2 = df['CODE PAYS']== codepays
if(ind_it in ind_lis):
mask1 = df['INDICATEUR']==ind_it
#print(mask1)
nb_it = df.loc[(mask1 & mask2),an].values.tolist()[0]
#print('Check 6, cas 3',nb_it/100)
cible_it = round(nb_*(nb_it/100),0)
#print('check 7 cas 3, ',cible_it)
else:
print('Attention, pas d','indicateur d','accesibilité',ind_it)
cible_it = np.nan
return cible_it
#test #OK a = access_eleve2('SE.TER.ENRL', 'AFG', Data_sub, '2005') print(a) verif = (549382.500000*1.224148)/100 print(verif)
#test #OK a = access_eleve2('SE.TER.ENRL', 'ASM', Data_sub, '2005') print(a) a
#reset button data_sub
#Data_sub= Data_sub[~(Data_sub['INDICATEUR']=='ACC.IT.EL')]
#Data_sub.tail()
## Ajout de l'indicateur ACC.IT.EL à la table Data_sub
PAYS_ls = Data_sub['CODE PAYS'].unique().tolist()
# OK print(PAYS_ls)
col = Data_sub.columns[6:-1] #col est la liste constitué des années 2005 à 2016
col = col.to_list()
#OK print(col)
y = 0
## ACC.IT.EL
ins_univ = 'SE.TER.ENRL'
ins_lyc = 'UIS.E.3'
for pays in PAYS_ls:
print(pays)
mask = Data_sub['CODE PAYS']==pays
y = 0
ls_indic = Data_sub.loc[mask,'INDICATEUR'].unique().tolist()
print('check 1 liste indicateur :', ls_indic)
if (ins_univ in ls_indic) and (ins_lyc in ls_indic):
Data_sub.loc[len(Data_sub),:] = Data_sub[mask].iloc[0]
Data_sub.iloc[-1,5] = 'ACC.IT.EL'
Data_sub.iloc[-1,4] = 'Nombre d\'élèves ayant accès à internet'
for an in col:
print(an)
ly_it = access_eleve2 (ins_lyc, pays, Data_sub,an)
univ_it = access_eleve2 (ins_univ, pays, Data_sub,an)
y = ly_it + univ_it
mask01 = Data_sub['INDICATEUR']=='ACC.IT.EL'
Data_sub.loc[(mask & mask01),an] = y
elif (ins_univ in ls_indic):
Data_sub.loc[len(Data_sub),:] = Data_sub[mask].iloc[0]
Data_sub.iloc[-1,5] = 'ACC.IT.EL'
Data_sub.iloc[-1,4] = 'Nombre d\'élèves ayant accès à internet'
for an in col:
univ_it = access_eleve2 (ins_univ, pays, Data_sub,an)
print(univ_it)
y = univ_it
mask01 = Data_sub['INDICATEUR']=='ACC.IT.EL'
Data_sub.loc[(mask & mask01),an] = y
elif (ins_lyc in ls_indic):
Data_sub.loc[len(Data_sub),:] = Data_sub[mask].iloc[0]
Data_sub.iloc[-1,5] = 'ACC.IT.EL'
Data_sub.iloc[-1,4] = 'Nombre d\'élèves ayant accès à internet'
for an in col:
ly_it = access_eleve2 (ins_lyc, pays, Data_sub,an)
y = ly_it
mask01 = Data_sub['INDICATEUR']=='ACC.IT.EL'
Data_sub.loc[(mask & mask01),an] = y
else:
print('Absence des indicateurs',ins_lyc, ins_univ)
Data_sub.tail()
## DIFF.INV.REV
#Data_sub.loc[len(Data_sub),:] = Data_sub[mask].iloc[0]
#Data_sub.iloc[-1,5] = 'DIFF.INV.REV'
AFG check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ALB check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 DZA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ASM check 1 liste indicateur : ['SE.TER.ENRL'] Attention, pas d indicateur d accesibilité IT.NET.USER.P2 nan Attention, pas d indicateur d accesibilité IT.NET.USER.P2 nan Attention, pas d indicateur d accesibilité IT.NET.USER.P2 nan Attention, pas d indicateur d accesibilité IT.NET.USER.P2 nan Attention, pas d indicateur d accesibilité IT.NET.USER.P2 nan Attention, pas d indicateur d accesibilité IT.NET.USER.P2 nan Attention, pas d indicateur d accesibilité IT.NET.USER.P2 nan Attention, pas d indicateur d accesibilité IT.NET.USER.P2 nan Attention, pas d indicateur d accesibilité IT.NET.USER.P2 nan Attention, pas d indicateur d accesibilité IT.NET.USER.P2 nan Attention, pas d indicateur d accesibilité IT.NET.USER.P2 nan Attention, pas d indicateur d accesibilité IT.NET.USER.P2 nan AND check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 AGO check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ATG check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ARG check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ARM check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ABW check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 AUS check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 AUT check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 AZE check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BHS check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2'] BHR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BGD check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BRB check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BLR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BEL check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BLZ check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BEN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BTN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BOL check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BIH check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BWA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BRA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BRN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BGR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BFA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 BDI check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 CPV check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 KHM check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 CMR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 CAN check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] CYM check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 CAF check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 TCD check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 CHL check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 CHN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 COL check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 COM check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 COD check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 COG check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 CRI check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 CIV check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 HRV check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 CUB check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 CUW check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV'] 2005 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2006 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2007 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2008 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2009 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2010 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2011 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2012 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2013 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2014 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2015 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2016 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 CYP check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 CZE check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 DNK check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 DJI check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 DMA check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2'] DOM check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ECU check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 EGY check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SLV check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 GNQ check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2'] ERI check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 EST check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ETH check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 FJI check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 FIN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 FRA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 PYF check 1 liste indicateur : ['IT.NET.USER.P2'] Absence des indicateurs UIS.E.3 SE.TER.ENRL GAB check 1 liste indicateur : ['IT.NET.USER.P2'] Absence des indicateurs UIS.E.3 SE.TER.ENRL GMB check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 GEO check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 DEU check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 GHA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 GRC check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 GRD check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 GTM check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 GIN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 GNB check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 GUY check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 HTI check 1 liste indicateur : ['IT.NET.USER.P2'] Absence des indicateurs UIS.E.3 SE.TER.ENRL HND check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 HKG check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 HUN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ISL check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 IND check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 IDN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 IRN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 IRQ check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 IRL check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ISR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ITA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 JAM check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 JPN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 JOR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 KAZ check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 KEN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 KIR check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2'] PRK check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 KOR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 KWT check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 KGZ check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 LAO check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 LVA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 LBN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 LSO check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 LBR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 LBY check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2'] LIE check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 LTU check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 LUX check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MAC check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MKD check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MDG check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MWI check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MYS check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MDV check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 301.0 484.0 715.0 1200.0 1510.0 1615.0 2070.0 2370.0 2685.0 3001.0 3316.0 3598.0 MLI check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MLT check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MHL check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MRT check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MUS check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MEX check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 FSM check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2'] MDA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MCO check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2'] MNG check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MNE check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MAR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MOZ check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 MMR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 NAM check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 NPL check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 NLD check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 NCL check 1 liste indicateur : ['IT.NET.USER.P2'] Absence des indicateurs UIS.E.3 SE.TER.ENRL NZL check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 NIC check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] NER check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 NGA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 NOR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 OMN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 PAK check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 PLW check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3'] 2005 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2006 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2007 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2008 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2009 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2010 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2011 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2012 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2013 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2014 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2015 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2016 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 PAN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 PNG check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2'] PRY check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 PER check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 PHL check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 POL check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 PRT check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 PRI check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 QAT check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ROU check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 RUS check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 RWA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 WSM check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2'] SMR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 STP check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SAU check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SEN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SRB check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SYC check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SLE check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] SGP check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SXM check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3'] 2005 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2006 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2007 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2008 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2009 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2010 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2011 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2012 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2013 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2014 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2015 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2016 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 SVK check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SVN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SLB check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2'] SOM check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2'] ZAF check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SSD check 1 liste indicateur : ['UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV'] Absence des indicateurs UIS.E.3 SE.TER.ENRL ESP check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 LKA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 KNA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 LCA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 VCT check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] SDN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SUR check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2'] SWZ check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SWE check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 CHE check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 SYR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 TJK check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 TZA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 THA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 TLS check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 TGO check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 TON check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2'] TTO check 1 liste indicateur : ['UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2'] Absence des indicateurs UIS.E.3 SE.TER.ENRL TUN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 TUR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 TKM check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 TCA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV'] 2005 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2006 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2007 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2008 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2009 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2010 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2011 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2012 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2013 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2014 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2015 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 2016 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 Attention, pas d indicateur d accesibilité IT.NET.USER.P2 TUV check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2'] UGA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 UKR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ARE check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 GBR check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 USA check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 URY check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 UZB check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 VUT check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] VEN check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 VNM check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 172568.0 246231.0 329515.0 395839.0 471082.0 619257.0 781884.0 832123.0 866262.0 1103771.0 1072990.0 1146989.0 VIR check 1 liste indicateur : ['SE.TER.ENRL', 'IT.NET.USER.P2'] 680.0 680.0 680.0 681.0 682.0 777.0 886.0 1009.0 1127.0 1246.0 1364.0 1483.0 PSE check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 YEM check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 ZMB check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 1590.0 2320.0 2715.0 3095.0 3518.0 5576.0 6412.0 7634.0 8729.0 10769.0 11903.0 14457.0 ZWE check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2'] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | TAUX DE REMPLISSAGE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1080 | Virgin Islands (U.S.) | VIR | Latin America & Caribbean | High income: nonOECD | Nombre d'élèves ayant accès à internet | ACC.IT.EL | 2488.0 | 2488.0 | 2488.0 | 2488.0 | 2488.0 | 2488.0 | 2488.0 | 2488.0 | 2488.0 | 2488.0 | 2488.0 | 2488.0 | 0.00 |
| 1081 | West Bank and Gaza | PSE | Middle East & North Africa | Lower middle income | Nombre d'élèves ayant accès à internet | ACC.IT.EL | 138139.0 | 150128.0 | 169373.0 | 180905.0 | 182565.0 | 196625.0 | 213973.0 | 217502.0 | 213217.0 | 213935.0 | 221018.0 | 221018.0 | 0.91 |
| 1082 | Yemen, Rep. | YEM | Middle East & North Africa | Lower middle income | Nombre d'élèves ayant accès à internet | ACC.IT.EL | 199813.0 | 200853.0 | 236972.0 | 251187.0 | 274827.0 | 272130.0 | 267498.0 | 267498.0 | 267498.0 | 267498.0 | 267498.0 | 267498.0 | 0.55 |
| 1083 | Zambia | ZMB | Sub-Saharan Africa | Lower middle income | Nombre d'élèves ayant accès à internet | ACC.IT.EL | 55759.0 | 55759.0 | 55759.0 | 55759.0 | 55759.0 | 55759.0 | 55759.0 | 56680.0 | 56680.0 | 56680.0 | 56680.0 | 56680.0 | 0.09 |
| 1084 | Zimbabwe | ZWE | Sub-Saharan Africa | Low income | Nombre d'élèves ayant accès à internet | ACC.IT.EL | 94611.0 | 94611.0 | 94611.0 | 94611.0 | 94611.0 | 94611.0 | 93285.0 | 94012.0 | 94115.0 | 135575.0 | 135575.0 | 135575.0 | 0.36 |
from numpy.linalg import inv
def coeff2(indic,df,an):
#indic : un string - un indicateur présent dans la table df
#df : table, dataframe
#an : un string - une année présente dans la table df
max_ind = df.loc[df['INDICATEUR']==indic,an].max()
min_ind = df.loc[df['INDICATEUR']==indic,an].min()
#print('min, max check 2',min_ind, max_ind)
Mat = np.array([[min_ind, 1],
[max_ind, 1]])
vec = np.array([[0],
[5]])
Mat_inv = inv(Mat)
coeff= np.dot(Mat_inv,vec)
alpha=coeff[0].item()
beta= coeff[1].item()
#print('check final:','valeur max = ',max_ind, ',score calculé avec alpha et beta = ',round((max_ind*alpha) + beta,1))
return alpha, beta
S_0 = 0
S = 0
## Création du dataframe Data_score.
## Le dataframe Data_score a la même forme que Data_crit.
## Pour chaque donnée présente dans Data_crit, Data_score renferme aux mêmes coordonnées,
## le score de cette valeur calculé à l'aide de la fonction coeff
CRIT = [] #Liste des indicateurs/critères sélectionnés
CRIT = ['UIS.E.3','SE.TER.ENRL','ACC.IT.EL',
'UIS.XGDP.56.FSGOV',
'UIS.XGDP.23.FSGOV']
an_data = Data_sub.columns.tolist()[6:-1]
dic_coeff2 = {}
Data_score = Data_sub[~(Data_sub['INDICATEUR']== 'IT.NET.USER.P2')] #Initialisation
Data_score = Data_score.drop(columns = 'TAUX DE REMPLISSAGE')
for indic in CRIT:
df_tampon = Data_sub[Data_sub['INDICATEUR']==indic]
PAYS_ls = df_tampon['CODE PAYS'].unique().tolist()
for an in an_data:
#print(df_tampon)
alpha, beta = coeff2(indic,df_tampon,an)
dic_coeff2[an]= [alpha,beta]
#print('check an',an)
#print('check dic_coeff2',dic_coeff2[an])
for pays in PAYS_ls:
#print(pays)
mask_ind = Data_score['INDICATEUR']==indic
mask_pays = Data_score['CODE PAYS']==pays
x = Data_score.loc[(mask_ind & mask_pays), an].values.item()
#print('x',x)
alpha, beta = dic_coeff2[an]
#print(alpha, beta)
y = alpha*x + beta
Data_score.loc[(mask_ind & mask_pays), an] = round(y,2)
Data_score.head()
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | South Asia | Low income | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.04 | 0.04 | 0.03 | 0.03 | 0.03 |
| 1 | Afghanistan | AFG | South Asia | Low income | Enrolment in upper secondary education, both s... | UIS.E.3 | 0.02 | 0.03 | 0.03 | 0.04 | 0.05 | 0.06 | 0.07 | 0.08 | 0.09 | 0.09 | 0.09 | 0.09 |
| 3 | Albania | ALB | Europe & Central Asia | Upper middle income | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 |
| 4 | Albania | ALB | Europe & Central Asia | Upper middle income | Enrolment in upper secondary education, both s... | UIS.E.3 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 |
| 5 | Albania | ALB | Europe & Central Asia | Upper middle income | Government expenditure on secondary education ... | UIS.XGDP.23.FSGOV | 0.73 | 0.79 | 0.73 | 0.75 | 0.83 | 0.83 | 0.60 | 0.61 | 0.61 | 0.61 | 0.61 | 0.61 |
Data_score = Data_score.reset_index()
Data_score = Data_score.drop(columns = 'index')
Data_score.head()
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | South Asia | Low income | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.04 | 0.04 | 0.03 | 0.03 | 0.03 |
| 1 | Afghanistan | AFG | South Asia | Low income | Enrolment in upper secondary education, both s... | UIS.E.3 | 0.02 | 0.03 | 0.03 | 0.04 | 0.05 | 0.06 | 0.07 | 0.08 | 0.09 | 0.09 | 0.09 | 0.09 |
| 2 | Albania | ALB | Europe & Central Asia | Upper middle income | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 |
| 3 | Albania | ALB | Europe & Central Asia | Upper middle income | Enrolment in upper secondary education, both s... | UIS.E.3 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 |
| 4 | Albania | ALB | Europe & Central Asia | Upper middle income | Government expenditure on secondary education ... | UIS.XGDP.23.FSGOV | 0.73 | 0.79 | 0.73 | 0.75 | 0.83 | 0.83 | 0.60 | 0.61 | 0.61 | 0.61 | 0.61 | 0.61 |
Data_score_v0 = Data_score #Sauvegarde
##Ajout du score revenu à la table Data_score
print(dic_inc, 'Dictionnaire income qui attribue pour chaque niveau de revenu un score.')
Data_score = Data_score_v0
PAYS_ls = Data_score['CODE PAYS'].unique().tolist()
for pays in PAYS_ls:
#print(pays)
long = len(Data_score)
#print(long)
mask = Data_score['CODE PAYS']==pays
Data_score.loc[long,:]= Data_score.loc[mask,:].iloc[0]
Data_score.iloc[-1,5] = 'SCORE REVENU'
Data_score.iloc[-1,4] = 'Score revenu,{Low income= 1, Lower middle income: 2, Upper middle income: 3, High income: nonOECD: 5, High income: OECD: 5}'
rev = Data_score.iloc[-1,3]
#print(rev)
x = dic_inc[rev]
#print(x)
Data_score.iloc[-1,6:] = round(x,0)
Data_score_v01 = Data_score #Sauvegarde
{'Low income': 1, 'Lower middle income': 2, 'Upper middle income': 3, 'High income: nonOECD': 5, 'High income: OECD': 5} Dictionnaire income qui attribue pour chaque niveau de revenu un score.
Data_score[Data_score['INDICATEUR']== 'SCORE REVENU']
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 886 | Afghanistan | AFG | South Asia | Low income | Score revenu,{Low income= 1, Lower middle inco... | SCORE REVENU | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 |
| 887 | Albania | ALB | Europe & Central Asia | Upper middle income | Score revenu,{Low income= 1, Lower middle inco... | SCORE REVENU | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 |
| 888 | Algeria | DZA | Middle East & North Africa | Upper middle income | Score revenu,{Low income= 1, Lower middle inco... | SCORE REVENU | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 |
| 889 | American Samoa | ASM | East Asia & Pacific | Upper middle income | Score revenu,{Low income= 1, Lower middle inco... | SCORE REVENU | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 | 3.0 |
| 890 | Andorra | AND | Europe & Central Asia | High income: nonOECD | Score revenu,{Low income= 1, Lower middle inco... | SCORE REVENU | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 1082 | Virgin Islands (U.S.) | VIR | Latin America & Caribbean | High income: nonOECD | Score revenu,{Low income= 1, Lower middle inco... | SCORE REVENU | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 |
| 1083 | West Bank and Gaza | PSE | Middle East & North Africa | Lower middle income | Score revenu,{Low income= 1, Lower middle inco... | SCORE REVENU | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 |
| 1084 | Yemen, Rep. | YEM | Middle East & North Africa | Lower middle income | Score revenu,{Low income= 1, Lower middle inco... | SCORE REVENU | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 |
| 1085 | Zambia | ZMB | Sub-Saharan Africa | Lower middle income | Score revenu,{Low income= 1, Lower middle inco... | SCORE REVENU | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 |
| 1086 | Zimbabwe | ZWE | Sub-Saharan Africa | Low income | Score revenu,{Low income= 1, Lower middle inco... | SCORE REVENU | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 |
201 rows × 18 columns
##vérification
#Data_score[Data_score['INDICATEUR']=='SCORE REVENU']
##Création de la fontionc score_diff_func, qui calcule les scores des indicateurs
## DIFF.INVGOV.REVENU.56 et DIFF.INVGOV.REVENU.23
def score_diff_func2(codepays,indic,Data_score,an): #df est la table Data_score uniquement !
#print('check 1 ', codepays)
mask0 = Data_score['CODE PAYS']==codepays
mask1 = Data_score['INDICATEUR']=='SCORE REVENU'
mask2 = mask0 & mask1
print(Data_score.loc[mask2,an])
score_rev = Data_score.loc[mask2,an].values.item() #score revenus [1 : 5]
diff = 0
print('check2',diff)
print('check3 score rev',score_rev)
mask3 = Data_score['INDICATEUR']== indic
mask0 = Data_score['CODE PAYS']==codepays
mask4 = mask0 & mask3
score_inves = Data_score.loc[mask4,an].values.item() #Dernière valeur calculée de l'indicateur 'UIS.XGDP.23.FSGOV'
print('check4',score_inves)
s = score_rev - score_inves
print('s',s)
if (s <0):
diff =0
print('check diff',diff)
else:
diff = s
print('check diff',diff)
return diff
#Test
diff = score_diff_func2('ALB','UIS.XGDP.56.FSGOV',Data_score,'2005')
diff2 = score_diff_func2('LSO','UIS.XGDP.56.FSGOV',Data_score,'2014')
#diffmoyen = np.mean()
887 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.67 s 2.33 check diff 2.33 984 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0
#Ajout du score DIFF.INV.REV à la table Data_score
Data_score = Data_score_v01 #reset_button
PAYS_ls = Data_score['CODE PAYS'].unique().tolist()
# OK print(PAYS_ls)
col = Data_score.columns[6:] #col est la liste constitué des années 2005 à 2016
col = col.to_list()
print(col)
y = 0
inv_univ = 'UIS.XGDP.56.FSGOV'
inv_lyc = 'UIS.XGDP.23.FSGOV'
#df_concat0 =pd.DataFrame(columns = Data_score.columns)
for pays in PAYS_ls:
#print(pays)
mask = Data_score['CODE PAYS']==pays
y = 0
ls_indic = Data_score.loc[mask,'INDICATEUR'].unique().tolist()
#print('check 1 liste indicateur :', ls_indic)
if (inv_univ in ls_indic) and (inv_lyc in ls_indic):
Data_score.loc[len(Data_score),:] = Data_score[mask].iloc[0]
Data_score.iloc[-1,5] = 'DIFF.INV.REV'
Data_score.iloc[-1,4] = 'Moyenne des différences entre le score revenu et les scores d\'investissement du gouvernement'
for an in col:
#print(an)
diff_lyc =score_diff_func2(pays, inv_lyc, Data_score,an)
diff_univ =score_diff_func2(pays, inv_univ, Data_score,an)
diff_moyen = (diff_lyc + diff_univ)/2
mask01 = Data_score['INDICATEUR']=='DIFF.INV.REV'
Data_score.loc[(mask & mask01),an] = diff_moyen
elif (inv_univ in ls_indic):
Data_score.loc[len(Data_score),:] = Data_score[mask].iloc[0]
Data_score.iloc[-1,5] = 'DIFF.INV.REV'
for an in col:
diff_univ = score_diff_func2(pays, inv_univ, Data_score,an)
diff_moyen = diff_univ
mask01 = Data_score['INDICATEUR']=='DIFF.INV.REV'
Data_score.loc[(mask & mask01),an] = diff_moyen
elif (inv_lyc in ls_indic):
Data_score.loc[len(Data_score),:] = Data_score[mask].iloc[0]
Data_score.iloc[-1,5] = 'DIFF.INV.REV'
for an in col:
diff_lyc =score_diff_func2(pays, inv_lyc, Data_score,an)
diff_moyen = diff_lyc
mask01 = Data_score['INDICATEUR']=='DIFF.INV.REV'
Data_score.loc[(mask & mask01),an] = diff_moyen
else:
print('Absence des indicateurs',inv_lyc, inv_univ)
Data_score.tail()
['2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016'] Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 887 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.73 s 2.27 check diff 2.27 887 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.67 s 2.33 check diff 2.33 887 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.79 s 2.21 check diff 2.21 887 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.68 s 2.32 check diff 2.32 887 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.73 s 2.27 check diff 2.27 887 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 887 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.75 s 2.25 check diff 2.25 887 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 887 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.83 s 2.17 check diff 2.17 887 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 887 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.83 s 2.17 check diff 2.17 887 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 887 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.6 s 2.4 check diff 2.4 887 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.76 s 2.24 check diff 2.24 887 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.61 s 2.39 check diff 2.39 887 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.76 s 2.24 check diff 2.24 887 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.61 s 2.39 check diff 2.39 887 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 887 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.61 s 2.39 check diff 2.39 887 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 887 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.61 s 2.39 check diff 2.39 887 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 887 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.61 s 2.39 check diff 2.39 887 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 888 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 888 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.07 s 1.93 check diff 1.93 888 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.16 s 1.84 check diff 1.84 888 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.16 s 1.84 check diff 1.84 888 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.16 s 1.84 check diff 1.84 888 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.16 s 1.84 check diff 1.84 888 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.18 s 1.82 check diff 1.82 888 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.18 s 1.82 check diff 1.82 888 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.16 s 1.84 check diff 1.84 888 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.16 s 1.84 check diff 1.84 888 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.16 s 1.84 check diff 1.84 888 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.16 s 1.84 check diff 1.84 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 890 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.28 s 4.72 check diff 4.72 890 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.0 s 5.0 check diff 5.0 890 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.49 s 4.51 check diff 4.51 890 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.05 s 4.95 check diff 4.95 890 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.5 s 4.5 check diff 4.5 890 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.0 s 5.0 check diff 5.0 890 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.91 s 4.09 check diff 4.09 890 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.02 s 4.98 check diff 4.98 890 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 890 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.02 s 4.98 check diff 4.98 890 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.75 s 4.25 check diff 4.25 890 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.03 s 4.97 check diff 4.97 890 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.57 s 4.43 check diff 4.43 890 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.05 s 4.95 check diff 4.95 890 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.78 s 4.22 check diff 4.22 890 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.04 s 4.96 check diff 4.96 890 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.78 s 4.22 check diff 4.22 890 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.02 s 4.98 check diff 4.98 890 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.54 s 4.46 check diff 4.46 890 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.1 s 4.9 check diff 4.9 890 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.54 s 4.46 check diff 4.46 890 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.1 s 4.9 check diff 4.9 890 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.54 s 4.46 check diff 4.46 890 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.1 s 4.9 check diff 4.9 891 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.3 s 1.7 check diff 1.7 891 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.11 s 2.89 check diff 2.89 891 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.13 s 1.87 check diff 1.87 891 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.1 s 2.9 check diff 2.9 891 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 891 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.11 s 2.89 check diff 2.89 891 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.08 s 1.92 check diff 1.92 891 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.11 s 2.89 check diff 2.89 891 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.2 s 1.8 check diff 1.8 891 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.11 s 2.89 check diff 2.89 891 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.2 s 1.8 check diff 1.8 891 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.11 s 2.89 check diff 2.89 891 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.86 s 2.14 check diff 2.14 891 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.14 s 2.86 check diff 2.86 891 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.88 s 2.12 check diff 2.12 891 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.14 s 2.86 check diff 2.86 891 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.88 s 2.12 check diff 2.12 891 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.12 s 2.88 check diff 2.88 891 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.88 s 2.12 check diff 2.12 891 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.12 s 2.88 check diff 2.88 891 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.88 s 2.12 check diff 2.12 891 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.12 s 2.88 check diff 2.88 891 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.88 s 2.12 check diff 2.12 891 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.12 s 2.88 check diff 2.88 892 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 892 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.12 s 4.88 check diff 4.88 892 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.48 s 3.52 check diff 3.52 892 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.09 s 4.91 check diff 4.91 892 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 892 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.1 s 4.9 check diff 4.9 892 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.41 s 3.59 check diff 3.59 892 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.1 s 4.9 check diff 4.9 892 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.57 s 3.4299999999999997 check diff 3.4299999999999997 892 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.1 s 4.9 check diff 4.9 892 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 892 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.1 s 4.9 check diff 4.9 892 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.84 s 4.16 check diff 4.16 892 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.12 s 4.88 check diff 4.88 892 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 892 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.12 s 4.88 check diff 4.88 892 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 892 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.1 s 4.9 check diff 4.9 892 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 892 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.1 s 4.9 check diff 4.9 892 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 892 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.1 s 4.9 check diff 4.9 892 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 892 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.1 s 4.9 check diff 4.9 893 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.64 s 1.36 check diff 1.36 893 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.47 s 2.5300000000000002 check diff 2.5300000000000002 893 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.78 s 1.22 check diff 1.22 893 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.55 s 2.45 check diff 2.45 893 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.72 s 1.28 check diff 1.28 893 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.65 s 2.35 check diff 2.35 893 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.99 s 1.01 check diff 1.01 893 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.73 s 2.27 check diff 2.27 893 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.61 s 0.3900000000000001 check diff 0.3900000000000001 893 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.89 s 2.11 check diff 2.11 893 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.38 s 0.6200000000000001 check diff 0.6200000000000001 893 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.89 s 2.11 check diff 2.11 893 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.9 s 1.1 check diff 1.1 893 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.96 s 2.04 check diff 2.04 893 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.98 s 1.02 check diff 1.02 893 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.02 s 1.98 check diff 1.98 893 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 2.14 s 0.8599999999999999 check diff 0.8599999999999999 893 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.07 s 1.93 check diff 1.93 893 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 2.14 s 0.8599999999999999 check diff 0.8599999999999999 893 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.07 s 1.93 check diff 1.93 893 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 2.14 s 0.8599999999999999 check diff 0.8599999999999999 893 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.07 s 1.93 check diff 1.93 893 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 2.14 s 0.8599999999999999 check diff 0.8599999999999999 893 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.07 s 1.93 check diff 1.93 894 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.71 s 0.29000000000000004 check diff 0.29000000000000004 894 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.28 s 1.72 check diff 1.72 894 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.84 s 0.15999999999999992 check diff 0.15999999999999992 894 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 894 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.69 s 0.31000000000000005 check diff 0.31000000000000005 894 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.29 s 1.71 check diff 1.71 894 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.75 s 0.25 check diff 0.25 894 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.29 s 1.71 check diff 1.71 894 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.94 s 0.06000000000000005 check diff 0.06000000000000005 894 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.29 s 1.71 check diff 1.71 894 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.94 s 0.06000000000000005 check diff 0.06000000000000005 894 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 894 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 894 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.3 s 1.7 check diff 1.7 894 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.43 s 0.5700000000000001 check diff 0.5700000000000001 894 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.22 s 1.78 check diff 1.78 894 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.21 s 0.79 check diff 0.79 894 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.2 s 1.8 check diff 1.8 894 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.13 s 0.8700000000000001 check diff 0.8700000000000001 894 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 894 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.13 s 0.8700000000000001 check diff 0.8700000000000001 894 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 894 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.13 s 0.8700000000000001 check diff 0.8700000000000001 894 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 895 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.4 s 3.6 check diff 3.6 895 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.45 s 4.55 check diff 4.55 895 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.51 s 3.49 check diff 3.49 895 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.44 s 4.56 check diff 4.56 895 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 895 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.48 s 4.52 check diff 4.52 895 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.43 s 3.5700000000000003 check diff 3.5700000000000003 895 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.48 s 4.52 check diff 4.52 895 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.59 s 3.41 check diff 3.41 895 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.48 s 4.52 check diff 4.52 895 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.59 s 3.41 check diff 3.41 895 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.48 s 4.52 check diff 4.52 895 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.15 s 3.85 check diff 3.85 895 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.5 s 4.5 check diff 4.5 895 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.17 s 3.83 check diff 3.83 895 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.5 s 4.5 check diff 4.5 895 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.17 s 3.83 check diff 3.83 895 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.48 s 4.52 check diff 4.52 895 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.17 s 3.83 check diff 3.83 895 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.48 s 4.52 check diff 4.52 895 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.17 s 3.83 check diff 3.83 895 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.48 s 4.52 check diff 4.52 895 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.17 s 3.83 check diff 3.83 895 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.48 s 4.52 check diff 4.52 896 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.24 s 2.76 check diff 2.76 896 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.96 s 4.04 check diff 4.04 896 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.32 s 2.68 check diff 2.68 896 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.95 s 4.05 check diff 4.05 896 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.06 s 2.94 check diff 2.94 896 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 896 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.1 s 2.9 check diff 2.9 896 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.02 s 3.98 check diff 3.98 896 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.51 s 2.49 check diff 2.49 896 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 896 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.68 s 2.32 check diff 2.32 896 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.24 s 3.76 check diff 3.76 896 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.75 s 3.25 check diff 3.25 896 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.19 s 3.81 check diff 3.81 896 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.65 s 3.35 check diff 3.35 896 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.17 s 3.83 check diff 3.83 896 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.66 s 3.34 check diff 3.34 896 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 896 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.66 s 3.34 check diff 3.34 896 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 896 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.66 s 3.34 check diff 3.34 896 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 896 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.66 s 3.34 check diff 3.34 896 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 897 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.81 s 2.19 check diff 2.19 897 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.29 s 3.71 check diff 3.71 897 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 3.06 s 1.94 check diff 1.94 897 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.33 s 3.67 check diff 3.67 897 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.75 s 2.25 check diff 2.25 897 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 897 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.92 s 2.08 check diff 2.08 897 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 897 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.57 s 1.4300000000000002 check diff 1.4300000000000002 897 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 897 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 3.36 s 1.6400000000000001 check diff 1.6400000000000001 897 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.61 s 3.3899999999999997 check diff 3.3899999999999997 897 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.43 s 2.57 check diff 2.57 897 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.54 s 3.46 check diff 3.46 897 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.19 s 2.81 check diff 2.81 897 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.88 s 3.12 check diff 3.12 897 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.22 s 2.78 check diff 2.78 897 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.84 s 3.16 check diff 3.16 897 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.22 s 2.78 check diff 2.78 897 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.84 s 3.16 check diff 3.16 897 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.22 s 2.78 check diff 2.78 897 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.84 s 3.16 check diff 3.16 897 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.22 s 2.78 check diff 2.78 897 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.84 s 3.16 check diff 3.16 898 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.14 s 2.86 check diff 2.86 898 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.09 s 2.91 check diff 2.91 898 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.12 s 2.88 check diff 2.88 898 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.2 s 2.8 check diff 2.8 898 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.39 s 2.61 check diff 2.61 898 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.32 s 2.68 check diff 2.68 898 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.31 s 2.69 check diff 2.69 898 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.31 s 2.69 check diff 2.69 898 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.29 s 2.71 check diff 2.71 898 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.29 s 2.71 check diff 2.71 898 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.29 s 2.71 check diff 2.71 898 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.29 s 2.71 check diff 2.71 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 901 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.0 s 0.0 check diff 0.0 901 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.2 s 0.8 check diff 0.8 901 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.08 s -0.08000000000000007 check diff 0 901 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.18 s 0.8200000000000001 check diff 0.8200000000000001 901 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.96 s 0.040000000000000036 check diff 0.040000000000000036 901 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.17 s 0.83 check diff 0.83 901 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.89 s 0.10999999999999999 check diff 0.10999999999999999 901 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.19 s 0.81 check diff 0.81 901 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.94 s 0.06000000000000005 check diff 0.06000000000000005 901 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.18 s 0.8200000000000001 check diff 0.8200000000000001 901 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.21 s -0.20999999999999996 check diff 0 901 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.18 s 0.8200000000000001 check diff 0.8200000000000001 901 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.82 s 0.18000000000000005 check diff 0.18000000000000005 901 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.17 s 0.83 check diff 0.83 901 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 901 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.17 s 0.83 check diff 0.83 901 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 901 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.15 s 0.85 check diff 0.85 901 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 901 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.15 s 0.85 check diff 0.85 901 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 901 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.15 s 0.85 check diff 0.85 901 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 901 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.15 s 0.85 check diff 0.85 902 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.01 s 2.99 check diff 2.99 902 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.59 s 3.41 check diff 3.41 902 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.04 s 2.96 check diff 2.96 902 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 902 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.87 s 3.13 check diff 3.13 902 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.57 s 3.4299999999999997 check diff 3.4299999999999997 902 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.72 s 3.2800000000000002 check diff 3.2800000000000002 902 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.54 s 3.46 check diff 3.46 902 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.99 s 3.01 check diff 3.01 902 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.62 s 3.38 check diff 3.38 902 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.26 s 2.74 check diff 2.74 902 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.96 s 3.04 check diff 3.04 902 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.57 s 3.4299999999999997 check diff 3.4299999999999997 902 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.75 s 3.25 check diff 3.25 902 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.6 s 3.4 check diff 3.4 902 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.75 s 3.25 check diff 3.25 902 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.28 s 3.7199999999999998 check diff 3.7199999999999998 902 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.1 s 2.9 check diff 2.9 902 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.43 s 3.5700000000000003 check diff 3.5700000000000003 902 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.75 s 2.25 check diff 2.25 902 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.43 s 3.5700000000000003 check diff 3.5700000000000003 902 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.75 s 2.25 check diff 2.25 902 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.43 s 3.5700000000000003 check diff 3.5700000000000003 902 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.75 s 2.25 check diff 2.25 903 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.35 s 1.65 check diff 1.65 903 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.53 s 1.47 check diff 1.47 903 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.02 s 1.98 check diff 1.98 903 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.88 s 2.12 check diff 2.12 903 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.88 s 2.12 check diff 2.12 903 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.9 s 2.1 check diff 2.1 903 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.82 s 2.18 check diff 2.18 903 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.91 s 2.09 check diff 2.09 903 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.88 s 2.12 check diff 2.12 903 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.81 s 2.19 check diff 2.19 903 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.81 s 2.19 check diff 2.19 903 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.81 s 2.19 check diff 2.19 904 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.89 s 2.11 check diff 2.11 904 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 904 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 3.11 s 1.8900000000000001 check diff 1.8900000000000001 904 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.19 s 3.81 check diff 3.81 904 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.89 s 2.11 check diff 2.11 904 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 904 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 3.25 s 1.75 check diff 1.75 904 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.35 s 3.65 check diff 3.65 904 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.69 s 1.31 check diff 1.31 904 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 904 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 3.61 s 1.3900000000000001 check diff 1.3900000000000001 904 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.43 s 3.5700000000000003 check diff 3.5700000000000003 904 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.61 s 2.39 check diff 2.39 904 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.43 s 3.5700000000000003 check diff 3.5700000000000003 904 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.68 s 2.32 check diff 2.32 904 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.46 s 3.54 check diff 3.54 904 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.68 s 2.32 check diff 2.32 904 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 904 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.68 s 2.32 check diff 2.32 904 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 904 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.68 s 2.32 check diff 2.32 904 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 904 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.68 s 2.32 check diff 2.32 904 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 905 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 2.5 s 0.5 check diff 0.5 905 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.43 s 2.57 check diff 2.57 905 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 2.73 s 0.27 check diff 0.27 905 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.43 s 2.57 check diff 2.57 905 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 2.63 s 0.3700000000000001 check diff 0.3700000000000001 905 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.46 s 2.54 check diff 2.54 905 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 2.72 s 0.2799999999999998 check diff 0.2799999999999998 905 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.46 s 2.54 check diff 2.54 905 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 3.21 s -0.20999999999999996 check diff 0 905 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.62 s 2.38 check diff 2.38 905 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 3.61 s -0.6099999999999999 check diff 0 905 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.52 s 2.48 check diff 2.48 905 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 2.36 s 0.6400000000000001 check diff 0.6400000000000001 905 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.56 s 2.44 check diff 2.44 905 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 2.4 s 0.6000000000000001 check diff 0.6000000000000001 905 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.56 s 2.44 check diff 2.44 905 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 2.3 s 0.7000000000000002 check diff 0.7000000000000002 905 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.81 s 2.19 check diff 2.19 905 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 2.3 s 0.7000000000000002 check diff 0.7000000000000002 905 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.81 s 2.19 check diff 2.19 905 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 2.3 s 0.7000000000000002 check diff 0.7000000000000002 905 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.81 s 2.19 check diff 2.19 905 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 2.3 s 0.7000000000000002 check diff 0.7000000000000002 905 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.81 s 2.19 check diff 2.19 906 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.33 s -0.33000000000000007 check diff 0 906 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.66 s 0.33999999999999997 check diff 0.33999999999999997 906 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.0 s 0.0 check diff 0.0 906 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.63 s 0.37 check diff 0.37 906 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.64 s 0.36 check diff 0.36 906 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.6 s 0.4 check diff 0.4 906 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.02 s -0.020000000000000018 check diff 0 906 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.62 s 0.38 check diff 0.38 906 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.16 s -0.15999999999999992 check diff 0 906 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.74 s 0.26 check diff 0.26 906 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.8 s -0.8 check diff 0 906 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.75 s 0.25 check diff 0.25 906 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.97 s 0.030000000000000027 check diff 0.030000000000000027 906 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.22 s -0.21999999999999997 check diff 0 906 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.99 s 0.010000000000000009 check diff 0.010000000000000009 906 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.22 s -0.21999999999999997 check diff 0 906 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.12 s -0.1200000000000001 check diff 0 906 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.94 s 0.06000000000000005 check diff 0.06000000000000005 906 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.06 s -0.06000000000000005 check diff 0 906 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 906 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.06 s -0.06000000000000005 check diff 0 906 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 906 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.06 s -0.06000000000000005 check diff 0 906 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 907 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 4.24 s -2.24 check diff 0 907 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.88 s 1.12 check diff 1.12 907 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 3.35 s -1.35 check diff 0 907 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.84 s 1.1600000000000001 check diff 1.1600000000000001 907 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 3.08 s -1.08 check diff 0 907 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.9 s 1.1 check diff 1.1 907 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 3.19 s -1.19 check diff 0 907 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.9 s 1.1 check diff 1.1 907 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 3.43 s -1.4300000000000002 check diff 0 907 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.56 s 1.44 check diff 1.44 907 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.85 s -0.8500000000000001 check diff 0 907 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.56 s 1.44 check diff 1.44 907 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 2.52 s -0.52 check diff 0 907 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.47 s 1.53 check diff 1.53 907 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 2.98 s -0.98 check diff 0 907 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.02 s 0.98 check diff 0.98 907 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 2.98 s -0.98 check diff 0 907 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.0 s 1.0 check diff 1.0 907 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 3.22 s -1.2200000000000002 check diff 0 907 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.56 s 1.44 check diff 1.44 907 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 3.22 s -1.2200000000000002 check diff 0 907 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.56 s 1.44 check diff 1.44 907 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 3.22 s -1.2200000000000002 check diff 0 907 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.56 s 1.44 check diff 1.44 908 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.84 s 0.15999999999999992 check diff 0.15999999999999992 908 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.38 s 0.6200000000000001 check diff 0.6200000000000001 908 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.98 s 0.020000000000000018 check diff 0.020000000000000018 908 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.43 s 0.5700000000000001 check diff 0.5700000000000001 908 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 2.08 s -0.08000000000000007 check diff 0 908 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 2.11 s -0.10999999999999988 check diff 0 908 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 2.16 s -0.16000000000000014 check diff 0 908 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 2.11 s -0.10999999999999988 check diff 0 908 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.76 s -0.7599999999999998 check diff 0 908 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.49 s -0.4900000000000002 check diff 0 908 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.61 s -0.6099999999999999 check diff 0 908 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.35 s -0.3500000000000001 check diff 0 908 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.89 s 0.1100000000000001 check diff 0.1100000000000001 908 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 2.05 s -0.04999999999999982 check diff 0 908 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 2.01 s -0.009999999999999787 check diff 0 908 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.65 s 0.3500000000000001 check diff 0.3500000000000001 908 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 2.01 s -0.009999999999999787 check diff 0 908 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.72 s 0.28 check diff 0.28 908 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 2.57 s -0.5699999999999998 check diff 0 908 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.96 s 0.040000000000000036 check diff 0.040000000000000036 908 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 2.57 s -0.5699999999999998 check diff 0 908 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.96 s 0.040000000000000036 check diff 0.040000000000000036 908 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 2.57 s -0.5699999999999998 check diff 0 908 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.96 s 0.040000000000000036 check diff 0.040000000000000036 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 910 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 5.0 s -2.0 check diff 0 910 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 2.73 s 0.27 check diff 0.27 910 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 4.96 s -1.96 check diff 0 910 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 2.34 s 0.6600000000000001 check diff 0.6600000000000001 910 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 4.57 s -1.5700000000000003 check diff 0 910 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 2.53 s 0.4700000000000002 check diff 0.4700000000000002 910 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 3.78 s -0.7799999999999998 check diff 0 910 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 4.22 s -1.2199999999999998 check diff 0 910 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 4.2 s -1.2000000000000002 check diff 0 910 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 4.22 s -1.2199999999999998 check diff 0 910 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 4.19 s -1.1900000000000004 check diff 0 910 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 4.22 s -1.2199999999999998 check diff 0 910 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 3.03 s -0.029999999999999805 check diff 0 910 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 4.22 s -1.2199999999999998 check diff 0 910 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 3.08 s -0.08000000000000007 check diff 0 910 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 4.22 s -1.2199999999999998 check diff 0 910 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 3.08 s -0.08000000000000007 check diff 0 910 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 4.22 s -1.2199999999999998 check diff 0 910 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 3.08 s -0.08000000000000007 check diff 0 910 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 4.22 s -1.2199999999999998 check diff 0 910 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 3.08 s -0.08000000000000007 check diff 0 910 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 4.22 s -1.2199999999999998 check diff 0 910 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 3.08 s -0.08000000000000007 check diff 0 910 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 4.22 s -1.2199999999999998 check diff 0 911 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.98 s 1.02 check diff 1.02 911 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 911 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 2.65 s 0.3500000000000001 check diff 0.3500000000000001 911 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.72 s 2.2800000000000002 check diff 2.2800000000000002 911 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 2.49 s 0.5099999999999998 check diff 0.5099999999999998 911 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.77 s 2.23 check diff 2.23 911 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 2.79 s 0.20999999999999996 check diff 0.20999999999999996 911 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.81 s 2.19 check diff 2.19 911 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 3.22 s -0.2200000000000002 check diff 0 911 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.84 s 2.16 check diff 2.16 911 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 3.33 s -0.33000000000000007 check diff 0 911 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.9 s 2.1 check diff 2.1 911 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 2.47 s 0.5299999999999998 check diff 0.5299999999999998 911 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.96 s 2.04 check diff 2.04 911 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 2.57 s 0.43000000000000016 check diff 0.43000000000000016 911 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.96 s 2.04 check diff 2.04 911 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 2.57 s 0.43000000000000016 check diff 0.43000000000000016 911 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 911 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 2.57 s 0.43000000000000016 check diff 0.43000000000000016 911 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 911 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 2.57 s 0.43000000000000016 check diff 0.43000000000000016 911 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 911 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 2.57 s 0.43000000000000016 check diff 0.43000000000000016 911 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 912 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.04 s 3.96 check diff 3.96 912 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.41 s 4.59 check diff 4.59 912 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 912 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.4 s 4.6 check diff 4.6 912 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 912 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.44 s 4.56 check diff 4.56 912 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.07 s 3.9299999999999997 check diff 3.9299999999999997 912 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.44 s 4.56 check diff 4.56 912 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.19 s 3.81 check diff 3.81 912 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.44 s 4.56 check diff 4.56 912 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.18 s 3.8200000000000003 check diff 3.8200000000000003 912 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.44 s 4.56 check diff 4.56 912 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.35 s 3.65 check diff 3.65 912 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.21 s 3.79 check diff 3.79 912 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 912 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.21 s 3.79 check diff 3.79 912 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 912 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.2 s 3.8 check diff 3.8 912 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 912 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.2 s 3.8 check diff 3.8 912 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 912 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.2 s 3.8 check diff 3.8 912 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 912 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.2 s 3.8 check diff 3.8 913 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 2.17 s 0.8300000000000001 check diff 0.8300000000000001 913 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.59 s 2.41 check diff 2.41 913 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 2.15 s 0.8500000000000001 check diff 0.8500000000000001 913 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 913 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 913 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.55 s 2.45 check diff 2.45 913 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 2.1 s 0.8999999999999999 check diff 0.8999999999999999 913 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.78 s 2.2199999999999998 check diff 2.2199999999999998 913 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.27 s 0.73 check diff 0.73 913 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.86 s 2.14 check diff 2.14 913 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.18 s 0.8199999999999998 check diff 0.8199999999999998 913 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.53 s 2.4699999999999998 check diff 2.4699999999999998 913 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.38 s 1.62 check diff 1.62 913 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 913 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.3 s 1.7 check diff 1.7 913 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.6 s 2.4 check diff 2.4 913 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.3 s 1.7 check diff 1.7 913 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 913 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.3 s 1.7 check diff 1.7 913 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 913 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.3 s 1.7 check diff 1.7 913 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 913 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.3 s 1.7 check diff 1.7 913 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 914 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.44 s 0.56 check diff 0.56 914 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.34 s 0.6599999999999999 check diff 0.6599999999999999 914 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.54 s 0.45999999999999996 check diff 0.45999999999999996 914 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.4 s 0.6 check diff 0.6 914 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.75 s 0.25 check diff 0.25 914 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.65 s 0.35 check diff 0.35 914 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.76 s 0.24 check diff 0.24 914 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.7 s 0.30000000000000004 check diff 0.30000000000000004 914 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 914 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.7 s 0.30000000000000004 check diff 0.30000000000000004 914 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 914 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.7 s 0.30000000000000004 check diff 0.30000000000000004 914 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.75 s 0.25 check diff 0.25 914 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.66 s 0.33999999999999997 check diff 0.33999999999999997 914 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.65 s 0.35 check diff 0.35 914 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.69 s 0.31000000000000005 check diff 0.31000000000000005 914 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.6 s 0.4 check diff 0.4 914 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.96 s 0.040000000000000036 check diff 0.040000000000000036 914 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.67 s 0.32999999999999996 check diff 0.32999999999999996 914 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.5 s 0.5 check diff 0.5 914 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.67 s 0.32999999999999996 check diff 0.32999999999999996 914 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.5 s 0.5 check diff 0.5 914 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.67 s 0.32999999999999996 check diff 0.32999999999999996 914 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.5 s 0.5 check diff 0.5 915 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.34 s -0.3400000000000001 check diff 0 915 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.46 s 0.54 check diff 0.54 915 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.52 s -0.52 check diff 0 915 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.01 s -0.010000000000000009 check diff 0 915 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.4 s -0.3999999999999999 check diff 0 915 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.09 s -0.09000000000000008 check diff 0 915 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.45 s -0.44999999999999996 check diff 0 915 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.09 s -0.09000000000000008 check diff 0 915 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 2.03 s -1.0299999999999998 check diff 0 915 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.15 s -0.1499999999999999 check diff 0 915 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 2.47 s -1.4700000000000002 check diff 0 915 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.22 s -0.21999999999999997 check diff 0 915 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.53 s -0.53 check diff 0 915 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.05 s -0.050000000000000044 check diff 0 915 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.33 s -0.33000000000000007 check diff 0 915 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.21 s -0.20999999999999996 check diff 0 915 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.37 s -0.3700000000000001 check diff 0 915 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.32 s -0.32000000000000006 check diff 0 915 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.37 s -0.3700000000000001 check diff 0 915 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.32 s -0.32000000000000006 check diff 0 915 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.37 s -0.3700000000000001 check diff 0 915 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.32 s -0.32000000000000006 check diff 0 915 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.37 s -0.3700000000000001 check diff 0 915 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.32 s -0.32000000000000006 check diff 0 916 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 2.93 s -0.9300000000000002 check diff 0 916 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.5 s 1.5 check diff 1.5 916 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 3.15 s -1.15 check diff 0 916 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.63 s 1.37 check diff 1.37 916 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 2.41 s -0.41000000000000014 check diff 0 916 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.57 s 1.4300000000000002 check diff 1.4300000000000002 916 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 2.38 s -0.3799999999999999 check diff 0 916 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.57 s 1.4300000000000002 check diff 1.4300000000000002 916 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.27 s -0.27 check diff 0 916 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 916 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.44 s -0.43999999999999995 check diff 0 916 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.8 s 1.2 check diff 1.2 916 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.76 s 0.24 check diff 0.24 916 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.82 s 1.1800000000000002 check diff 1.1800000000000002 916 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.95 s 0.050000000000000044 check diff 0.050000000000000044 916 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.78 s 1.22 check diff 1.22 916 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.95 s 0.050000000000000044 check diff 0.050000000000000044 916 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.76 s 1.24 check diff 1.24 916 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.95 s 0.050000000000000044 check diff 0.050000000000000044 916 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.76 s 1.24 check diff 1.24 916 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.95 s 0.050000000000000044 check diff 0.050000000000000044 916 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.76 s 1.24 check diff 1.24 916 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.95 s 0.050000000000000044 check diff 0.050000000000000044 916 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.76 s 1.24 check diff 1.24 917 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.44 s 0.56 check diff 0.56 917 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.3 s 0.7 check diff 0.7 917 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.47 s 0.53 check diff 0.53 917 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.28 s 0.72 check diff 0.72 917 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.43 s 0.5700000000000001 check diff 0.5700000000000001 917 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.31 s 0.69 check diff 0.69 917 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.45 s 0.55 check diff 0.55 917 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.31 s 0.69 check diff 0.69 917 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.5 s 0.5 check diff 0.5 917 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.31 s 0.69 check diff 0.69 917 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.5 s 0.5 check diff 0.5 917 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.31 s 0.69 check diff 0.69 917 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.59 s 0.41000000000000003 check diff 0.41000000000000003 917 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.0 s 1.0 check diff 1.0 917 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.6 s 0.4 check diff 0.4 917 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.0 s 1.0 check diff 1.0 917 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.75 s 0.25 check diff 0.25 917 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.03 s 0.97 check diff 0.97 917 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.75 s 0.25 check diff 0.25 917 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.03 s 0.97 check diff 0.97 917 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.75 s 0.25 check diff 0.25 917 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.03 s 0.97 check diff 0.97 917 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.75 s 0.25 check diff 0.25 917 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.03 s 0.97 check diff 0.97 918 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.85 s 0.1499999999999999 check diff 0.1499999999999999 918 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 918 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.83 s 0.16999999999999993 check diff 0.16999999999999993 918 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.22 s 1.78 check diff 1.78 918 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 2.0 s 0.0 check diff 0.0 918 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.28 s 1.72 check diff 1.72 918 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.86 s 0.1399999999999999 check diff 0.1399999999999999 918 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.18 s 1.82 check diff 1.82 918 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.43 s -0.43000000000000016 check diff 0 918 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.22 s 1.78 check diff 1.78 918 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.27 s -0.27 check diff 0 918 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.22 s 1.78 check diff 1.78 918 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.38 s 0.6200000000000001 check diff 0.6200000000000001 918 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.42 s 1.58 check diff 1.58 918 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.48 s 0.52 check diff 0.52 918 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.17 s 1.83 check diff 1.83 918 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.48 s 0.52 check diff 0.52 918 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 918 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.48 s 0.52 check diff 0.52 918 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 918 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.48 s 0.52 check diff 0.52 918 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 918 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.48 s 0.52 check diff 0.52 918 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 919 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.57 s 3.4299999999999997 check diff 3.4299999999999997 919 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.6 s 3.4 check diff 3.4 919 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.69 s 3.31 check diff 3.31 919 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 919 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.55 s 3.45 check diff 3.45 919 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.81 s 3.19 check diff 3.19 919 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.61 s 3.3899999999999997 check diff 3.3899999999999997 919 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.63 s 3.37 check diff 3.37 919 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.78 s 3.2199999999999998 check diff 3.2199999999999998 919 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.8 s 3.2 check diff 3.2 919 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.78 s 3.2199999999999998 check diff 3.2199999999999998 919 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.95 s 3.05 check diff 3.05 919 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.28 s 3.7199999999999998 check diff 3.7199999999999998 919 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.94 s 3.06 check diff 3.06 919 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.31 s 3.69 check diff 3.69 919 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.78 s 3.2199999999999998 check diff 3.2199999999999998 919 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.31 s 3.69 check diff 3.69 919 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.77 s 3.23 check diff 3.23 919 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.31 s 3.69 check diff 3.69 919 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.77 s 3.23 check diff 3.23 919 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.31 s 3.69 check diff 3.69 919 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.77 s 3.23 check diff 3.23 919 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.31 s 3.69 check diff 3.69 919 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.77 s 3.23 check diff 3.23 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 921 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.29 s 0.71 check diff 0.71 921 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.24 s 0.76 check diff 0.76 921 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.31 s 0.69 check diff 0.69 921 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.23 s 0.77 check diff 0.77 921 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.34 s 0.6599999999999999 check diff 0.6599999999999999 921 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.2 s 0.8 check diff 0.8 921 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.3 s 0.7 check diff 0.7 921 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.14 s 0.86 check diff 0.86 921 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.34 s 0.6599999999999999 check diff 0.6599999999999999 921 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.22 s 0.78 check diff 0.78 921 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.27 s 0.73 check diff 0.73 921 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.17 s 0.83 check diff 0.83 921 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.19 s 0.81 check diff 0.81 921 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.28 s 0.72 check diff 0.72 921 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.2 s 0.8 check diff 0.8 921 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.28 s 0.72 check diff 0.72 921 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.2 s 0.8 check diff 0.8 921 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.26 s 0.74 check diff 0.74 921 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.2 s 0.8 check diff 0.8 921 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.26 s 0.74 check diff 0.74 921 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.2 s 0.8 check diff 0.8 921 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.26 s 0.74 check diff 0.74 921 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.2 s 0.8 check diff 0.8 921 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.26 s 0.74 check diff 0.74 922 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.61 s 0.39 check diff 0.39 922 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.24 s 0.76 check diff 0.76 922 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.73 s 0.27 check diff 0.27 922 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.19 s 0.81 check diff 0.81 922 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.67 s 0.32999999999999996 check diff 0.32999999999999996 922 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.21 s 0.79 check diff 0.79 922 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.69 s 0.31000000000000005 check diff 0.31000000000000005 922 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.21 s 0.79 check diff 0.79 922 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.77 s 0.22999999999999998 check diff 0.22999999999999998 922 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.21 s 0.79 check diff 0.79 922 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.62 s 0.38 check diff 0.38 922 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.32 s 0.6799999999999999 check diff 0.6799999999999999 922 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.69 s 0.31000000000000005 check diff 0.31000000000000005 922 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.32 s 0.6799999999999999 check diff 0.6799999999999999 922 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.61 s 0.39 check diff 0.39 922 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.89 s 0.10999999999999999 check diff 0.10999999999999999 922 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.61 s 0.39 check diff 0.39 922 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.88 s 0.12 check diff 0.12 922 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.61 s 0.39 check diff 0.39 922 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.88 s 0.12 check diff 0.12 922 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.61 s 0.39 check diff 0.39 922 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.88 s 0.12 check diff 0.12 922 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.61 s 0.39 check diff 0.39 922 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.88 s 0.12 check diff 0.12 923 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.41 s 3.59 check diff 3.59 923 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.36 s 4.64 check diff 4.64 923 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 923 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.35 s 4.65 check diff 4.65 923 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 923 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.43 s 4.57 check diff 4.57 923 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.66 s 3.34 check diff 3.34 923 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.49 s 4.51 check diff 4.51 923 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.92 s 3.08 check diff 3.08 923 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.61 s 4.39 check diff 4.39 923 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.74 s 3.26 check diff 3.26 923 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.91 s 4.09 check diff 4.09 923 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.21 s 3.79 check diff 3.79 923 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.88 s 4.12 check diff 4.12 923 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.42 s 3.58 check diff 3.58 923 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.96 s 4.04 check diff 4.04 923 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 923 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 923 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 923 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 923 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 923 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 923 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 923 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 925 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.63 s 1.37 check diff 1.37 925 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.46 s 2.54 check diff 2.54 925 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.35 s 1.65 check diff 1.65 925 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.48 s 2.52 check diff 2.52 925 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.15 s 1.85 check diff 1.85 925 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.83 s 2.17 check diff 2.17 925 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 925 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.83 s 2.17 check diff 2.17 925 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.15 s 0.8500000000000001 check diff 0.8500000000000001 925 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.9 s 2.1 check diff 2.1 925 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.18 s 0.8199999999999998 check diff 0.8199999999999998 925 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.05 s 1.95 check diff 1.95 925 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.51 s 1.49 check diff 1.49 925 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.91 s 2.09 check diff 2.09 925 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.48 s 1.52 check diff 1.52 925 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.96 s 2.04 check diff 2.04 925 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.64 s 1.36 check diff 1.36 925 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.84 s 2.16 check diff 2.16 925 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.67 s 1.33 check diff 1.33 925 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 925 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.67 s 1.33 check diff 1.33 925 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 925 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.67 s 1.33 check diff 1.33 925 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 926 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 2.12 s -1.12 check diff 0 926 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.01 s -0.010000000000000009 check diff 0 926 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 2.27 s -1.27 check diff 0 926 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.04 s -0.040000000000000036 check diff 0 926 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 2.09 s -1.0899999999999999 check diff 0 926 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.13 s -0.1299999999999999 check diff 0 926 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 2.17 s -1.17 check diff 0 926 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.13 s -0.1299999999999999 check diff 0 926 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.81 s -0.81 check diff 0 926 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.39 s 0.61 check diff 0.61 926 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.81 s -0.81 check diff 0 926 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.39 s 0.61 check diff 0.61 926 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.3 s -0.30000000000000004 check diff 0 926 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.42 s 0.5800000000000001 check diff 0.5800000000000001 926 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.33 s -0.33000000000000007 check diff 0 926 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.37 s 0.63 check diff 0.63 926 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.33 s -0.33000000000000007 check diff 0 926 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.35 s 0.65 check diff 0.65 926 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.33 s -0.33000000000000007 check diff 0 926 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.35 s 0.65 check diff 0.65 926 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.33 s -0.33000000000000007 check diff 0 926 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.35 s 0.65 check diff 0.65 926 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.33 s -0.33000000000000007 check diff 0 926 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.35 s 0.65 check diff 0.65 927 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.54 s 0.45999999999999996 check diff 0.45999999999999996 927 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.3 s 0.7 check diff 0.7 927 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.58 s 0.42000000000000004 check diff 0.42000000000000004 927 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.29 s 0.71 check diff 0.71 927 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.53 s 0.47 check diff 0.47 927 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.31 s 0.69 check diff 0.69 927 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.55 s 0.44999999999999996 check diff 0.44999999999999996 927 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.31 s 0.69 check diff 0.69 927 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.61 s 0.39 check diff 0.39 927 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.31 s 0.69 check diff 0.69 927 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.61 s 0.39 check diff 0.39 927 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.31 s 0.69 check diff 0.69 927 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.23 s 0.77 check diff 0.77 927 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.45 s 0.55 check diff 0.55 927 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.23 s 0.77 check diff 0.77 927 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.45 s 0.55 check diff 0.55 927 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.23 s 0.77 check diff 0.77 927 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.43 s 0.5700000000000001 check diff 0.5700000000000001 927 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.23 s 0.77 check diff 0.77 927 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.43 s 0.5700000000000001 check diff 0.5700000000000001 927 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.23 s 0.77 check diff 0.77 927 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.43 s 0.5700000000000001 check diff 0.5700000000000001 927 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.23 s 0.77 check diff 0.77 927 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.43 s 0.5700000000000001 check diff 0.5700000000000001 928 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.8 s 1.2 check diff 1.2 928 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.39 s 1.6099999999999999 check diff 1.6099999999999999 928 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 4.19 s -2.1900000000000004 check diff 0 928 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.58 s 1.42 check diff 1.42 928 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 3.85 s -1.85 check diff 0 928 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.63 s 1.37 check diff 1.37 928 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 3.99 s -1.9900000000000002 check diff 0 928 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.63 s 1.37 check diff 1.37 928 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 4.43 s -2.4299999999999997 check diff 0 928 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.63 s 1.37 check diff 1.37 928 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 4.42 s -2.42 check diff 0 928 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.63 s 1.37 check diff 1.37 928 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 3.19 s -1.19 check diff 0 928 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.68 s 1.3199999999999998 check diff 1.3199999999999998 928 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 3.25 s -1.25 check diff 0 928 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.68 s 1.3199999999999998 check diff 1.3199999999999998 928 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 3.25 s -1.25 check diff 0 928 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.66 s 1.3399999999999999 check diff 1.3399999999999999 928 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 3.25 s -1.25 check diff 0 928 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.66 s 1.3399999999999999 check diff 1.3399999999999999 928 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 3.25 s -1.25 check diff 0 928 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.66 s 1.3399999999999999 check diff 1.3399999999999999 928 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 3.25 s -1.25 check diff 0 928 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.66 s 1.3399999999999999 check diff 1.3399999999999999 929 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.58 s 1.42 check diff 1.42 929 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.86 s 2.14 check diff 2.14 929 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.7 s 1.3 check diff 1.3 929 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.88 s 2.12 check diff 2.12 929 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.66 s 1.34 check diff 1.34 929 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.97 s 2.0300000000000002 check diff 2.0300000000000002 929 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.82 s 1.18 check diff 1.18 929 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 929 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.57 s 0.43000000000000016 check diff 0.43000000000000016 929 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.19 s 1.81 check diff 1.81 929 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.82 s 0.18000000000000016 check diff 0.18000000000000016 929 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.25 s 1.75 check diff 1.75 929 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 2.04 s 0.96 check diff 0.96 929 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.32 s 1.68 check diff 1.68 929 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 2.2 s 0.7999999999999998 check diff 0.7999999999999998 929 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.37 s 1.63 check diff 1.63 929 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 2.26 s 0.7400000000000002 check diff 0.7400000000000002 929 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.43 s 1.57 check diff 1.57 929 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 2.27 s 0.73 check diff 0.73 929 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.54 s 1.46 check diff 1.46 929 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 2.27 s 0.73 check diff 0.73 929 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.54 s 1.46 check diff 1.46 929 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 2.27 s 0.73 check diff 0.73 929 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.54 s 1.46 check diff 1.46 930 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 2.01 s -0.009999999999999787 check diff 0 930 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.71 s 1.29 check diff 1.29 930 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 2.16 s -0.16000000000000014 check diff 0 930 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.75 s 1.25 check diff 1.25 930 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.99 s 0.010000000000000009 check diff 0.010000000000000009 930 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.87 s 1.13 check diff 1.13 930 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 2.06 s -0.06000000000000005 check diff 0 930 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 930 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.28 s -0.2799999999999998 check diff 0 930 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 930 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.28 s -0.2799999999999998 check diff 0 930 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 930 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.64 s 0.3600000000000001 check diff 0.3600000000000001 930 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.99 s 1.01 check diff 1.01 930 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.67 s 0.33000000000000007 check diff 0.33000000000000007 930 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.99 s 1.01 check diff 1.01 930 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.67 s 0.33000000000000007 check diff 0.33000000000000007 930 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 930 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.67 s 0.33000000000000007 check diff 0.33000000000000007 930 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 930 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.67 s 0.33000000000000007 check diff 0.33000000000000007 930 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 930 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.67 s 0.33000000000000007 check diff 0.33000000000000007 930 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 931 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.68 s 4.32 check diff 4.32 931 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.69 s 4.3100000000000005 check diff 4.3100000000000005 931 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.75 s 4.25 check diff 4.25 931 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.91 s 4.09 check diff 4.09 931 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.79 s 4.21 check diff 4.21 931 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.74 s 4.26 check diff 4.26 931 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.91 s 4.09 check diff 4.09 931 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.91 s 4.09 check diff 4.09 931 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 931 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 931 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 931 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 932 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 4.69 s -1.6900000000000004 check diff 0 932 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 2.13 s 0.8700000000000001 check diff 0.8700000000000001 932 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 4.45 s -1.4500000000000002 check diff 0 932 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.98 s 1.02 check diff 1.02 932 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 5.0 s -2.0 check diff 0 932 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 3.12 s -0.1200000000000001 check diff 0 932 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 5.0 s -2.0 check diff 0 932 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 3.12 s -0.1200000000000001 check diff 0 932 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 5.0 s -2.0 check diff 0 932 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 3.12 s -0.1200000000000001 check diff 0 932 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 5.0 s -2.0 check diff 0 932 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 3.12 s -0.1200000000000001 check diff 0 932 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 3.61 s -0.6099999999999999 check diff 0 932 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 3.13 s -0.1299999999999999 check diff 0 932 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 3.67 s -0.6699999999999999 check diff 0 932 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 3.13 s -0.1299999999999999 check diff 0 932 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 3.67 s -0.6699999999999999 check diff 0 932 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 3.12 s -0.1200000000000001 check diff 0 932 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 3.67 s -0.6699999999999999 check diff 0 932 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 3.12 s -0.1200000000000001 check diff 0 932 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 3.67 s -0.6699999999999999 check diff 0 932 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 3.12 s -0.1200000000000001 check diff 0 932 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 3.67 s -0.6699999999999999 check diff 0 932 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 3.12 s -0.1200000000000001 check diff 0 933 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.91 s 3.09 check diff 3.09 933 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 933 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.05 s 2.95 check diff 2.95 933 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.17 s 4.83 check diff 4.83 933 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.89 s 3.1100000000000003 check diff 3.1100000000000003 933 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 933 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.95 s 3.05 check diff 3.05 933 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 933 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.17 s 2.83 check diff 2.83 933 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 933 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.17 s 2.83 check diff 2.83 933 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 933 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.56 s 3.44 check diff 3.44 933 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.2 s 4.8 check diff 4.8 933 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.59 s 3.41 check diff 3.41 933 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.2 s 4.8 check diff 4.8 933 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.59 s 3.41 check diff 3.41 933 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 933 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.59 s 3.41 check diff 3.41 933 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 933 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.59 s 3.41 check diff 3.41 933 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 933 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.59 s 3.41 check diff 3.41 933 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 934 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 3.33 s 1.67 check diff 1.67 934 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.3 s 3.7 check diff 3.7 934 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 3.52 s 1.48 check diff 1.48 934 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.41 s 3.59 check diff 3.59 934 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 3.21 s 1.79 check diff 1.79 934 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.5 s 3.5 check diff 3.5 934 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 3.47 s 1.5299999999999998 check diff 1.5299999999999998 934 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.74 s 3.26 check diff 3.26 934 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 4.02 s 0.9800000000000004 check diff 0.9800000000000004 934 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.93 s 3.0700000000000003 check diff 3.0700000000000003 934 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 3.8 s 1.2000000000000002 check diff 1.2000000000000002 934 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 934 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.71 s 2.29 check diff 2.29 934 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 934 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.76 s 2.24 check diff 2.24 934 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 934 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.76 s 2.24 check diff 2.24 934 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 934 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.76 s 2.24 check diff 2.24 934 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 934 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.76 s 2.24 check diff 2.24 934 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 934 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.76 s 2.24 check diff 2.24 934 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 935 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.3 s 2.7 check diff 2.7 935 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.71 s 4.29 check diff 4.29 935 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.47 s 2.53 check diff 2.53 935 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 935 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.09 s 2.91 check diff 2.91 935 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.97 s 4.03 check diff 4.03 935 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.13 s 2.87 check diff 2.87 935 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.86 s 4.14 check diff 4.14 935 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.53 s 2.47 check diff 2.47 935 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.95 s 4.05 check diff 4.05 935 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.43 s 2.57 check diff 2.57 935 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.89 s 4.11 check diff 4.11 935 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.72 s 3.2800000000000002 check diff 3.2800000000000002 935 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.11 s 3.8899999999999997 check diff 3.8899999999999997 935 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.8 s 3.2 check diff 3.2 935 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.0 s 4.0 check diff 4.0 935 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.8 s 3.2 check diff 3.2 935 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.98 s 4.02 check diff 4.02 935 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.8 s 3.2 check diff 3.2 935 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.98 s 4.02 check diff 4.02 935 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.8 s 3.2 check diff 3.2 935 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.98 s 4.02 check diff 4.02 935 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.8 s 3.2 check diff 3.2 935 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.98 s 4.02 check diff 4.02 936 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 3.44 s 1.56 check diff 1.56 936 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.12 s 2.88 check diff 2.88 936 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 3.59 s 1.4100000000000001 check diff 1.4100000000000001 936 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.1 s 2.9 check diff 2.9 936 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 3.15 s 1.85 check diff 1.85 936 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.3 s 2.7 check diff 2.7 936 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 3.21 s 1.79 check diff 1.79 936 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.19 s 2.81 check diff 2.81 936 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.8 s 1.2000000000000002 check diff 1.2000000000000002 936 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.43 s 2.57 check diff 2.57 936 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 3.95 s 1.0499999999999998 check diff 1.0499999999999998 936 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.44 s 2.56 check diff 2.56 936 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.62 s 2.38 check diff 2.38 936 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.49 s 2.51 check diff 2.51 936 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.67 s 2.33 check diff 2.33 936 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.49 s 2.51 check diff 2.51 936 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.67 s 2.33 check diff 2.33 936 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.48 s 2.52 check diff 2.52 936 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.67 s 2.33 check diff 2.33 936 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.48 s 2.52 check diff 2.52 936 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.67 s 2.33 check diff 2.33 936 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.48 s 2.52 check diff 2.52 936 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.67 s 2.33 check diff 2.33 936 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.48 s 2.52 check diff 2.52 937 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.78 s 0.21999999999999997 check diff 0.21999999999999997 937 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.64 s 1.3599999999999999 check diff 1.3599999999999999 937 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.91 s 0.09000000000000008 check diff 0.09000000000000008 937 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.65 s 1.35 check diff 1.35 937 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.76 s 0.24 check diff 0.24 937 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 937 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.82 s 0.17999999999999994 check diff 0.17999999999999994 937 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 937 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.17 s -0.16999999999999993 check diff 0 937 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 937 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.17 s -0.16999999999999993 check diff 0 937 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 937 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.56 s 0.43999999999999995 check diff 0.43999999999999995 937 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.72 s 1.28 check diff 1.28 937 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.59 s 0.4099999999999999 check diff 0.4099999999999999 937 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.72 s 1.28 check diff 1.28 937 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.59 s 0.4099999999999999 check diff 0.4099999999999999 937 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 937 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.59 s 0.4099999999999999 check diff 0.4099999999999999 937 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 937 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.59 s 0.4099999999999999 check diff 0.4099999999999999 937 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 937 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.59 s 0.4099999999999999 check diff 0.4099999999999999 937 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 938 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.48 s 1.52 check diff 1.52 938 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.6 s 1.4 check diff 1.4 938 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.47 s 1.53 check diff 1.53 938 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.79 s 1.21 check diff 1.21 938 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.8 s 1.2 check diff 1.2 938 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.86 s 1.14 check diff 1.14 938 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 4.91 s -1.9100000000000001 check diff 0 938 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 5.0 s -2.0 check diff 0 938 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 5.0 s -2.0 check diff 0 938 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 5.0 s -2.0 check diff 0 938 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 5.0 s -2.0 check diff 0 938 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 5.0 s -2.0 check diff 0 939 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.41 s 2.59 check diff 2.59 939 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 939 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.36 s 2.64 check diff 2.64 939 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.2 s 2.8 check diff 2.8 939 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.33 s 2.67 check diff 2.67 939 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 939 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 939 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 939 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.78 s 2.2199999999999998 check diff 2.2199999999999998 939 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 939 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.68 s 2.32 check diff 2.32 939 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 939 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.49 s 2.51 check diff 2.51 939 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.24 s 2.76 check diff 2.76 939 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.64 s 2.36 check diff 2.36 939 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.24 s 2.76 check diff 2.76 939 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.2 s 1.8 check diff 1.8 939 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 939 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.21 s 1.79 check diff 1.79 939 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 939 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.21 s 1.79 check diff 1.79 939 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 939 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.21 s 1.79 check diff 1.79 939 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 940 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.61 s 1.39 check diff 1.39 940 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.96 s 2.04 check diff 2.04 940 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.73 s 1.27 check diff 1.27 940 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.99 s 2.01 check diff 2.01 940 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.59 s 1.41 check diff 1.41 940 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.07 s 1.93 check diff 1.93 940 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.65 s 1.35 check diff 1.35 940 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.07 s 1.93 check diff 1.93 940 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 940 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.07 s 1.93 check diff 1.93 940 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 940 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.07 s 1.93 check diff 1.93 940 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.6 s 1.4 check diff 1.4 940 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.16 s 1.84 check diff 1.84 940 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.64 s 1.36 check diff 1.36 940 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.12 s 1.88 check diff 1.88 940 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 2.03 s 0.9700000000000002 check diff 0.9700000000000002 940 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.1 s 1.9 check diff 1.9 940 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.65 s 2.35 check diff 2.35 940 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.1 s 1.9 check diff 1.9 940 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.65 s 2.35 check diff 2.35 940 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.1 s 1.9 check diff 1.9 940 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.65 s 2.35 check diff 2.35 940 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.1 s 1.9 check diff 1.9 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 942 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.85 s 1.15 check diff 1.15 942 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 942 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.78 s 1.22 check diff 1.22 942 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.2 s 1.8 check diff 1.8 942 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.87 s 1.13 check diff 1.13 942 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.22 s 1.78 check diff 1.78 942 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.9 s 1.1 check diff 1.1 942 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.35 s 1.65 check diff 1.65 942 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.44 s 0.56 check diff 0.56 942 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.35 s 1.65 check diff 1.65 942 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.31 s 0.69 check diff 0.69 942 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.36 s 1.6400000000000001 check diff 1.6400000000000001 942 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.95 s 1.05 check diff 1.05 942 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 942 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.96 s 1.04 check diff 1.04 942 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 942 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.96 s 1.04 check diff 1.04 942 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.21 s 1.79 check diff 1.79 942 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.96 s 1.04 check diff 1.04 942 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.21 s 1.79 check diff 1.79 942 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.96 s 1.04 check diff 1.04 942 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.21 s 1.79 check diff 1.79 942 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.96 s 1.04 check diff 1.04 942 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.21 s 1.79 check diff 1.79 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 945 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.45 s 2.55 check diff 2.55 945 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.8 s 4.2 check diff 4.2 945 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.41 s 2.59 check diff 2.59 945 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.93 s 4.07 check diff 4.07 945 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.22 s 2.78 check diff 2.78 945 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 945 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.71 s 2.29 check diff 2.29 945 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.08 s 3.92 check diff 3.92 945 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.16 s 1.8399999999999999 check diff 1.8399999999999999 945 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.32 s 3.6799999999999997 check diff 3.6799999999999997 945 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.91 s 2.09 check diff 2.09 945 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.2 s 3.8 check diff 3.8 945 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.72 s 3.2800000000000002 check diff 3.2800000000000002 945 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.28 s 3.7199999999999998 check diff 3.7199999999999998 945 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.63 s 3.37 check diff 3.37 945 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.02 s 3.98 check diff 3.98 945 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.63 s 3.37 check diff 3.37 945 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 945 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.63 s 3.37 check diff 3.37 945 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 945 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.63 s 3.37 check diff 3.37 945 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 945 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.63 s 3.37 check diff 3.37 945 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 946 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.19 s -0.18999999999999995 check diff 0 946 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.57 s -0.5700000000000001 check diff 0 946 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.27 s -0.27 check diff 0 946 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.63 s -0.6299999999999999 check diff 0 946 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.17 s -0.16999999999999993 check diff 0 946 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.77 s -0.77 check diff 0 946 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.21 s -0.20999999999999996 check diff 0 946 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.77 s -0.77 check diff 0 946 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.35 s -0.3500000000000001 check diff 0 946 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.77 s -0.77 check diff 0 946 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.41 s -0.4099999999999999 check diff 0 946 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 2.03 s -1.0299999999999998 check diff 0 946 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.3 s -0.30000000000000004 check diff 0 946 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 2.57 s -1.5699999999999998 check diff 0 946 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.32 s -0.32000000000000006 check diff 0 946 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 2.73 s -1.73 check diff 0 946 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.23 s -0.22999999999999998 check diff 0 946 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.98 s -0.98 check diff 0 946 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.23 s -0.22999999999999998 check diff 0 946 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.98 s -0.98 check diff 0 946 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.23 s -0.22999999999999998 check diff 0 946 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.98 s -0.98 check diff 0 946 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.23 s -0.22999999999999998 check diff 0 946 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.98 s -0.98 check diff 0 947 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.69 s 2.31 check diff 2.31 947 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.45 s 2.55 check diff 2.55 947 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 947 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.45 s 2.55 check diff 2.55 947 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.68 s 2.32 check diff 2.32 947 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.48 s 2.52 check diff 2.52 947 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.71 s 2.29 check diff 2.29 947 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.48 s 2.52 check diff 2.52 947 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.78 s 2.2199999999999998 check diff 2.2199999999999998 947 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.48 s 2.52 check diff 2.52 947 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.78 s 2.2199999999999998 check diff 2.2199999999999998 947 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.48 s 2.52 check diff 2.52 947 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.56 s 2.44 check diff 2.44 947 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.5 s 2.5 check diff 2.5 947 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 947 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.86 s 2.14 check diff 2.14 947 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 947 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.85 s 2.15 check diff 2.15 947 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 947 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.85 s 2.15 check diff 2.15 947 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 947 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.85 s 2.15 check diff 2.15 947 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 947 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.85 s 2.15 check diff 2.15 948 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.95 s 2.05 check diff 2.05 948 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.74 s 3.26 check diff 3.26 948 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 3.13 s 1.87 check diff 1.87 948 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.78 s 3.2199999999999998 check diff 3.2199999999999998 948 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.78 s 2.22 check diff 2.22 948 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.82 s 3.1799999999999997 check diff 3.1799999999999997 948 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.98 s 2.02 check diff 2.02 948 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.86 s 3.1399999999999997 check diff 3.1399999999999997 948 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.66 s 1.3399999999999999 check diff 1.3399999999999999 948 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.12 s 2.88 check diff 2.88 948 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 3.68 s 1.3199999999999998 check diff 1.3199999999999998 948 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.15 s 2.85 check diff 2.85 948 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.6 s 2.4 check diff 2.4 948 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.15 s 2.85 check diff 2.85 948 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.99 s 4.01 check diff 4.01 948 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.13 s 2.87 check diff 2.87 948 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.99 s 4.01 check diff 4.01 948 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.07 s 2.93 check diff 2.93 948 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.99 s 4.01 check diff 4.01 948 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.07 s 2.93 check diff 2.93 948 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.99 s 4.01 check diff 4.01 948 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.07 s 2.93 check diff 2.93 948 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.99 s 4.01 check diff 4.01 948 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.07 s 2.93 check diff 2.93 949 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 3.02 s 1.98 check diff 1.98 949 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 949 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 3.2 s 1.7999999999999998 check diff 1.7999999999999998 949 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.07 s 3.9299999999999997 check diff 3.9299999999999997 949 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.83 s 2.17 check diff 2.17 949 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.19 s 3.81 check diff 3.81 949 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.95 s 2.05 check diff 2.05 949 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.2 s 3.8 check diff 3.8 949 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.44 s 1.56 check diff 1.56 949 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.31 s 3.69 check diff 3.69 949 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 3.38 s 1.62 check diff 1.62 949 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.29 s 3.71 check diff 3.71 949 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.33 s 2.67 check diff 2.67 949 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 949 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.35 s 2.65 check diff 2.65 949 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.25 s 3.75 check diff 3.75 949 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.35 s 2.65 check diff 2.65 949 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.24 s 3.76 check diff 3.76 949 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.35 s 2.65 check diff 2.65 949 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.24 s 3.76 check diff 3.76 949 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.35 s 2.65 check diff 2.65 949 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.24 s 3.76 check diff 3.76 949 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.35 s 2.65 check diff 2.65 949 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.24 s 3.76 check diff 3.76 950 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.2 s 0.8 check diff 0.8 950 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.09 s 0.91 check diff 0.91 950 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.22 s 0.78 check diff 0.78 950 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.07 s 0.9299999999999999 check diff 0.9299999999999999 950 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.22 s 0.78 check diff 0.78 950 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.11 s 0.89 check diff 0.89 950 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.15 s -0.1499999999999999 check diff 0 950 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.24 s 0.76 check diff 0.76 950 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.14 s -0.1399999999999999 check diff 0 950 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.19 s 0.81 check diff 0.81 950 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.2 s -0.19999999999999996 check diff 0 950 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.34 s 0.6599999999999999 check diff 0.6599999999999999 950 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.95 s 0.050000000000000044 check diff 0.050000000000000044 950 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.24 s 0.76 check diff 0.76 950 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.2 s -0.19999999999999996 check diff 0 950 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.25 s 0.75 check diff 0.75 950 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.9 s 0.09999999999999998 check diff 0.09999999999999998 950 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.22 s 0.78 check diff 0.78 950 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.9 s 0.09999999999999998 check diff 0.09999999999999998 950 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.22 s 0.78 check diff 0.78 950 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.9 s 0.09999999999999998 check diff 0.09999999999999998 950 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.22 s 0.78 check diff 0.78 950 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.9 s 0.09999999999999998 check diff 0.09999999999999998 950 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.22 s 0.78 check diff 0.78 951 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.19 s 0.81 check diff 0.81 951 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 951 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.28 s 0.72 check diff 0.72 951 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 951 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.18 s 0.8200000000000001 check diff 0.8200000000000001 951 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 951 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.22 s 0.78 check diff 0.78 951 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 951 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.95 s 1.05 check diff 1.05 951 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.22 s 1.78 check diff 1.78 951 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.94 s 1.06 check diff 1.06 951 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.22 s 1.78 check diff 1.78 951 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.68 s 1.3199999999999998 check diff 1.3199999999999998 951 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.25 s 1.75 check diff 1.75 951 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.55 s 1.45 check diff 1.45 951 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.33 s 1.67 check diff 1.67 951 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.55 s 1.45 check diff 1.45 951 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 951 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.55 s 1.45 check diff 1.45 951 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 951 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.55 s 1.45 check diff 1.45 951 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 951 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.55 s 1.45 check diff 1.45 951 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 952 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.32 s 2.68 check diff 2.68 952 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.95 s 4.05 check diff 4.05 952 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.5 s 2.5 check diff 2.5 952 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.98 s 4.02 check diff 4.02 952 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.33 s 2.67 check diff 2.67 952 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.09 s 3.91 check diff 3.91 952 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.4 s 2.6 check diff 2.6 952 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.17 s 3.83 check diff 3.83 952 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.97 s 2.03 check diff 2.03 952 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.29 s 3.71 check diff 3.71 952 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.94 s 2.06 check diff 2.06 952 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 952 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.03 s 2.97 check diff 2.97 952 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 952 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.05 s 2.95 check diff 2.95 952 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 952 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.05 s 2.95 check diff 2.95 952 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.33 s 3.67 check diff 3.67 952 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.05 s 2.95 check diff 2.95 952 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.33 s 3.67 check diff 3.67 952 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.05 s 2.95 check diff 2.95 952 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.33 s 3.67 check diff 3.67 952 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.05 s 2.95 check diff 2.95 952 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.33 s 3.67 check diff 3.67 953 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 2.8 s -0.7999999999999998 check diff 0 953 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.48 s 0.52 check diff 0.52 953 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 2.42 s -0.41999999999999993 check diff 0 953 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 953 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 2.19 s -0.18999999999999995 check diff 0 953 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.45 s 0.55 check diff 0.55 953 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 2.3 s -0.2999999999999998 check diff 0 953 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.51 s 0.49 check diff 0.49 953 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.65 s -0.6499999999999999 check diff 0 953 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.27 s 0.73 check diff 0.73 953 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.69 s -0.69 check diff 0 953 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.45 s 0.55 check diff 0.55 953 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 2.11 s -0.10999999999999988 check diff 0 953 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.07 s 0.9299999999999999 check diff 0.9299999999999999 953 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 3.16 s -1.1600000000000001 check diff 0 953 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.5 s 0.5 check diff 0.5 953 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 2.85 s -0.8500000000000001 check diff 0 953 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.19 s 0.81 check diff 0.81 953 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 2.85 s -0.8500000000000001 check diff 0 953 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.19 s 0.81 check diff 0.81 953 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 2.85 s -0.8500000000000001 check diff 0 953 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.19 s 0.81 check diff 0.81 953 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 2.85 s -0.8500000000000001 check diff 0 953 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.19 s 0.81 check diff 0.81 954 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.51 s 3.49 check diff 3.49 954 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.28 s 3.7199999999999998 check diff 3.7199999999999998 954 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.63 s 3.37 check diff 3.37 954 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 954 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.5 s 3.5 check diff 3.5 954 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.44 s 3.56 check diff 3.56 954 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.55 s 3.45 check diff 3.45 954 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.44 s 3.56 check diff 3.56 954 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.72 s 3.2800000000000002 check diff 3.2800000000000002 954 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.44 s 3.56 check diff 3.56 954 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.72 s 3.2800000000000002 check diff 3.2800000000000002 954 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.44 s 3.56 check diff 3.56 954 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.24 s 3.76 check diff 3.76 954 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.46 s 3.54 check diff 3.54 954 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.26 s 3.74 check diff 3.74 954 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.46 s 3.54 check diff 3.54 954 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.26 s 3.74 check diff 3.74 954 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 954 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.26 s 3.74 check diff 3.74 954 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 954 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.26 s 3.74 check diff 3.74 954 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 954 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.26 s 3.74 check diff 3.74 954 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 956 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.2 s 1.8 check diff 1.8 956 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 956 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 956 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 956 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.34 s 1.66 check diff 1.66 956 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 956 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.39 s 1.6099999999999999 check diff 1.6099999999999999 956 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 956 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.44 s 1.56 check diff 1.56 956 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 956 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.44 s 1.56 check diff 1.56 956 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 956 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 956 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 956 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.29 s 1.71 check diff 1.71 956 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.33 s 1.67 check diff 1.67 956 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 956 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.28 s 1.72 check diff 1.72 956 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 956 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.28 s 1.72 check diff 1.72 956 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 956 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.28 s 1.72 check diff 1.72 956 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 956 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.28 s 1.72 check diff 1.72 957 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.3 s 0.7 check diff 0.7 957 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.47 s 0.53 check diff 0.53 957 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.32 s 0.6799999999999999 check diff 0.6799999999999999 957 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.74 s 0.26 check diff 0.26 957 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.29 s 0.71 check diff 0.71 957 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.81 s 0.18999999999999995 check diff 0.18999999999999995 957 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.3 s 0.7 check diff 0.7 957 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.81 s 0.18999999999999995 check diff 0.18999999999999995 957 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.93 s 0.06999999999999995 check diff 0.06999999999999995 957 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.09 s -0.09000000000000008 check diff 0 957 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.13 s -0.1299999999999999 check diff 0 957 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.34 s -0.3400000000000001 check diff 0 957 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.56 s 0.43999999999999995 check diff 0.43999999999999995 957 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.35 s -0.3500000000000001 check diff 0 957 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.48 s 0.52 check diff 0.52 957 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.81 s 0.18999999999999995 check diff 0.18999999999999995 957 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.8 s 0.19999999999999996 check diff 0.19999999999999996 957 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.22 s -0.21999999999999997 check diff 0 957 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.8 s 0.19999999999999996 check diff 0.19999999999999996 957 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.22 s -0.21999999999999997 check diff 0 957 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.8 s 0.19999999999999996 check diff 0.19999999999999996 957 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.22 s -0.21999999999999997 check diff 0 957 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.8 s 0.19999999999999996 check diff 0.19999999999999996 957 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.22 s -0.21999999999999997 check diff 0 958 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.94 s 0.06000000000000005 check diff 0.06000000000000005 958 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.03 s 0.97 check diff 0.97 958 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.01 s -0.010000000000000009 check diff 0 958 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.0 s 1.0 check diff 1.0 958 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.93 s 0.06999999999999995 check diff 0.06999999999999995 958 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.0 s 1.0 check diff 1.0 958 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.96 s 0.040000000000000036 check diff 0.040000000000000036 958 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.0 s 1.0 check diff 1.0 958 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.06 s -0.06000000000000005 check diff 0 958 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.0 s 1.0 check diff 1.0 958 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.06 s -0.06000000000000005 check diff 0 958 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.0 s 1.0 check diff 1.0 958 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.66 s 0.33999999999999997 check diff 0.33999999999999997 958 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.05 s 0.95 check diff 0.95 958 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.66 s 0.33999999999999997 check diff 0.33999999999999997 958 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.05 s 0.95 check diff 0.95 958 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.63 s 0.37 check diff 0.37 958 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 -0.0 s 1.0 check diff 1.0 958 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.63 s 0.37 check diff 0.37 958 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 -0.0 s 1.0 check diff 1.0 958 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.63 s 0.37 check diff 0.37 958 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 -0.0 s 1.0 check diff 1.0 958 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.63 s 0.37 check diff 0.37 958 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 -0.0 s 1.0 check diff 1.0 959 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.88 s 0.1200000000000001 check diff 0.1200000000000001 959 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.19 s 1.81 check diff 1.81 959 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 2.02 s -0.020000000000000018 check diff 0 959 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.17 s 1.83 check diff 1.83 959 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.09 s 0.9099999999999999 check diff 0.9099999999999999 959 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.14 s 1.8599999999999999 check diff 1.8599999999999999 959 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.15 s 0.8500000000000001 check diff 0.8500000000000001 959 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.17 s 1.83 check diff 1.83 959 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.27 s 0.73 check diff 0.73 959 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.17 s 1.83 check diff 1.83 959 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.55 s 0.44999999999999996 check diff 0.44999999999999996 959 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.11 s 1.89 check diff 1.89 959 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.09 s 0.9099999999999999 check diff 0.9099999999999999 959 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.07 s 1.93 check diff 1.93 959 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.98 s 1.02 check diff 1.02 959 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.1 s 1.9 check diff 1.9 959 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.98 s 1.02 check diff 1.02 959 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.08 s 1.92 check diff 1.92 959 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.98 s 1.02 check diff 1.02 959 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.08 s 1.92 check diff 1.92 959 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.98 s 1.02 check diff 1.02 959 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.08 s 1.92 check diff 1.92 959 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.98 s 1.02 check diff 1.02 959 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.08 s 1.92 check diff 1.92 960 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.68 s 0.32000000000000006 check diff 0.32000000000000006 960 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.78 s 1.22 check diff 1.22 960 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.81 s 0.18999999999999995 check diff 0.18999999999999995 960 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.79 s 1.21 check diff 1.21 960 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.66 s 0.3400000000000001 check diff 0.3400000000000001 960 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.86 s 1.1400000000000001 check diff 1.1400000000000001 960 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.72 s 0.28 check diff 0.28 960 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.86 s 1.1400000000000001 check diff 1.1400000000000001 960 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.91 s 0.09000000000000008 check diff 0.09000000000000008 960 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.86 s 1.1400000000000001 check diff 1.1400000000000001 960 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.91 s 0.09000000000000008 check diff 0.09000000000000008 960 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.86 s 1.1400000000000001 check diff 1.1400000000000001 960 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.38 s 0.6200000000000001 check diff 0.6200000000000001 960 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 960 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 960 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 960 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 960 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.07 s 0.9299999999999999 check diff 0.9299999999999999 960 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 960 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.96 s 1.04 check diff 1.04 960 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 960 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.96 s 1.04 check diff 1.04 960 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 960 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.96 s 1.04 check diff 1.04 961 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.58 s 3.42 check diff 3.42 961 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.04 s 3.96 check diff 3.96 961 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 961 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.05 s 3.95 check diff 3.95 961 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.29 s 3.71 check diff 3.71 961 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.04 s 3.96 check diff 3.96 961 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.26 s 3.74 check diff 3.74 961 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.99 s 4.01 check diff 4.01 961 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.49 s 3.51 check diff 3.51 961 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.06 s 2.94 check diff 2.94 961 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.58 s 3.42 check diff 3.42 961 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.95 s 4.05 check diff 4.05 961 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.1 s 3.9 check diff 3.9 961 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.98 s 4.02 check diff 4.02 961 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.09 s 3.91 check diff 3.91 961 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 961 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.06 s 3.94 check diff 3.94 961 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.48 s 3.52 check diff 3.52 961 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 961 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 961 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 961 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 961 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 961 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 962 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 2.5 s 0.5 check diff 0.5 962 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.89 s 2.11 check diff 2.11 962 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 2.68 s 0.31999999999999984 check diff 0.31999999999999984 962 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.93 s 2.07 check diff 2.07 962 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 2.45 s 0.5499999999999998 check diff 0.5499999999999998 962 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.0 s 2.0 check diff 2.0 962 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 2.45 s 0.5499999999999998 check diff 0.5499999999999998 962 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.98 s 2.02 check diff 2.02 962 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.66 s 0.33999999999999986 check diff 0.33999999999999986 962 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.09 s 1.91 check diff 1.91 962 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.53 s 0.4700000000000002 check diff 0.4700000000000002 962 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.94 s 2.06 check diff 2.06 962 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.71 s 1.29 check diff 1.29 962 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.09 s 1.91 check diff 1.91 962 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.63 s 1.37 check diff 1.37 962 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.78 s 2.2199999999999998 check diff 2.2199999999999998 962 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.63 s 1.37 check diff 1.37 962 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.77 s 2.23 check diff 2.23 962 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.63 s 1.37 check diff 1.37 962 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.77 s 2.23 check diff 2.23 962 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.63 s 1.37 check diff 1.37 962 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.77 s 2.23 check diff 2.23 962 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.63 s 1.37 check diff 1.37 962 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.77 s 2.23 check diff 2.23 963 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.89 s 2.11 check diff 2.11 963 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 963 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 3.1 s 1.9 check diff 1.9 963 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.23 s 3.77 check diff 3.77 963 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.64 s 2.36 check diff 2.36 963 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 963 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.75 s 2.25 check diff 2.25 963 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.44 s 3.56 check diff 3.56 963 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.1 s 1.9 check diff 1.9 963 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.52 s 3.48 check diff 3.48 963 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.95 s 2.05 check diff 2.05 963 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.57 s 3.4299999999999997 check diff 3.4299999999999997 963 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.12 s 2.88 check diff 2.88 963 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 963 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.16 s 2.84 check diff 2.84 963 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 963 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.16 s 2.84 check diff 2.84 963 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 963 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.16 s 2.84 check diff 2.84 963 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 963 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.16 s 2.84 check diff 2.84 963 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 963 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.16 s 2.84 check diff 2.84 963 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 964 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.51 s 0.49 check diff 0.49 964 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.52 s 1.48 check diff 1.48 964 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.58 s 0.41999999999999993 check diff 0.41999999999999993 964 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.53 s 1.47 check diff 1.47 964 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.23 s 0.77 check diff 0.77 964 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.16 s 0.8400000000000001 check diff 0.8400000000000001 964 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.27 s 0.73 check diff 0.73 964 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.16 s 0.8400000000000001 check diff 0.8400000000000001 964 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.41 s 0.5900000000000001 check diff 0.5900000000000001 964 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.16 s 0.8400000000000001 check diff 0.8400000000000001 964 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.56 s 0.43999999999999995 check diff 0.43999999999999995 964 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.19 s 0.81 check diff 0.81 964 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.27 s 0.73 check diff 0.73 964 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.31 s 0.69 check diff 0.69 964 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 964 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.25 s 0.75 check diff 0.75 964 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 964 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.23 s 0.77 check diff 0.77 964 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 964 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.23 s 0.77 check diff 0.77 964 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 964 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.23 s 0.77 check diff 0.77 964 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 964 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.23 s 0.77 check diff 0.77 965 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.81 s 1.19 check diff 1.19 965 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 965 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.87 s 1.13 check diff 1.13 965 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.29 s 1.71 check diff 1.71 965 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.8 s 1.2 check diff 1.2 965 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.32 s 1.68 check diff 1.68 965 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.79 s 1.21 check diff 1.21 965 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 965 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.1 s 0.8999999999999999 check diff 0.8999999999999999 965 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.36 s 1.6400000000000001 check diff 1.6400000000000001 965 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.81 s 1.19 check diff 1.19 965 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.39 s 1.6099999999999999 check diff 1.6099999999999999 965 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.67 s 1.33 check diff 1.33 965 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.46 s 1.54 check diff 1.54 965 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.8 s 1.2 check diff 1.2 965 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.55 s 1.45 check diff 1.45 965 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.79 s 1.21 check diff 1.21 965 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.5 s 1.5 check diff 1.5 965 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.8 s 1.2 check diff 1.2 965 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.44 s 1.56 check diff 1.56 965 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.8 s 1.2 check diff 1.2 965 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.44 s 1.56 check diff 1.56 965 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.8 s 1.2 check diff 1.2 965 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.44 s 1.56 check diff 1.56 966 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.64 s 1.36 check diff 1.36 966 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.55 s 2.45 check diff 2.45 966 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 2.57 s 0.43000000000000016 check diff 0.43000000000000016 966 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.82 s 2.18 check diff 2.18 966 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 2.61 s 0.3900000000000001 check diff 0.3900000000000001 966 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.94 s 2.06 check diff 2.06 966 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 2.34 s 0.6600000000000001 check diff 0.6600000000000001 966 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.8 s 2.2 check diff 2.2 966 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.58 s 0.41999999999999993 check diff 0.41999999999999993 966 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.85 s 2.15 check diff 2.15 966 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.48 s 0.52 check diff 0.52 966 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.79 s 2.21 check diff 2.21 966 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.33 s 1.67 check diff 1.67 966 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.99 s 2.01 check diff 2.01 966 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.25 s 1.75 check diff 1.75 966 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.88 s 2.12 check diff 2.12 966 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.34 s 1.66 check diff 1.66 966 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.68 s 2.32 check diff 2.32 966 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.08 s 1.92 check diff 1.92 966 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.8 s 2.2 check diff 2.2 966 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.08 s 1.92 check diff 1.92 966 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.8 s 2.2 check diff 2.2 966 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.08 s 1.92 check diff 1.92 966 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.8 s 2.2 check diff 2.2 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 968 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.79 s 3.21 check diff 3.21 968 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.93 s 4.07 check diff 4.07 968 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.93 s 3.0700000000000003 check diff 3.0700000000000003 968 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.99 s 4.01 check diff 4.01 968 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.82 s 3.1799999999999997 check diff 3.1799999999999997 968 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.09 s 3.91 check diff 3.91 968 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.24 s 2.76 check diff 2.76 968 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 968 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.72 s 2.28 check diff 2.28 968 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.48 s 3.52 check diff 3.52 968 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.7 s 2.3 check diff 2.3 968 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.36 s 3.6399999999999997 check diff 3.6399999999999997 968 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.84 s 3.16 check diff 3.16 968 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 968 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.85 s 3.15 check diff 3.15 968 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.25 s 3.75 check diff 3.75 968 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.85 s 3.15 check diff 3.15 968 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.23 s 3.77 check diff 3.77 968 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.85 s 3.15 check diff 3.15 968 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.23 s 3.77 check diff 3.77 968 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.85 s 3.15 check diff 3.15 968 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.23 s 3.77 check diff 3.77 968 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.85 s 3.15 check diff 3.15 968 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.23 s 3.77 check diff 3.77 969 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.89 s 3.1100000000000003 check diff 3.1100000000000003 969 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.84 s 4.16 check diff 4.16 969 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.03 s 2.97 check diff 2.97 969 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 969 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.7 s 3.3 check diff 3.3 969 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.94 s 4.0600000000000005 check diff 4.0600000000000005 969 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.86 s 3.1399999999999997 check diff 3.1399999999999997 969 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 969 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.89 s 3.1100000000000003 check diff 3.1100000000000003 969 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.92 s 4.08 check diff 4.08 969 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.82 s 3.1799999999999997 check diff 3.1799999999999997 969 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.91 s 4.09 check diff 4.09 969 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.31 s 3.69 check diff 3.69 969 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.89 s 4.11 check diff 4.11 969 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.4 s 3.6 check diff 3.6 969 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.92 s 4.08 check diff 4.08 969 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.42 s 3.58 check diff 3.58 969 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 969 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.42 s 3.58 check diff 3.58 969 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 969 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.42 s 3.58 check diff 3.58 969 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 969 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.42 s 3.58 check diff 3.58 969 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 970 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.27 s 2.73 check diff 2.73 970 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.63 s 4.37 check diff 4.37 970 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.6 s 2.4 check diff 2.4 970 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.68 s 4.32 check diff 4.32 970 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.11 s 2.89 check diff 2.89 970 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.68 s 4.32 check diff 4.32 970 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.31 s 2.69 check diff 2.69 970 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.77 s 4.23 check diff 4.23 970 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.56 s 2.44 check diff 2.44 970 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.79 s 4.21 check diff 4.21 970 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.43 s 2.57 check diff 2.57 970 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.78 s 4.22 check diff 4.22 970 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.65 s 3.35 check diff 3.35 970 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.78 s 4.22 check diff 4.22 970 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 970 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.78 s 4.22 check diff 4.22 970 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 970 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.77 s 4.23 check diff 4.23 970 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 970 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.77 s 4.23 check diff 4.23 970 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 970 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.77 s 4.23 check diff 4.23 970 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 970 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.77 s 4.23 check diff 4.23 971 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 2.0 s 1.0 check diff 1.0 971 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.9 s 2.1 check diff 2.1 971 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 2.39 s 0.6099999999999999 check diff 0.6099999999999999 971 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.0 s 2.0 check diff 2.0 971 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 2.2 s 0.7999999999999998 check diff 0.7999999999999998 971 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.08 s 1.92 check diff 1.92 971 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 3.15 s -0.1499999999999999 check diff 0 971 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 971 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 3.03 s -0.029999999999999805 check diff 0 971 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.26 s 1.74 check diff 1.74 971 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 3.07 s -0.06999999999999984 check diff 0 971 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.4 s 1.6 check diff 1.6 971 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 2.38 s 0.6200000000000001 check diff 0.6200000000000001 971 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.26 s 1.74 check diff 1.74 971 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 2.32 s 0.6800000000000002 check diff 0.6800000000000002 971 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.08 s 1.92 check diff 1.92 971 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 2.41 s 0.5899999999999999 check diff 0.5899999999999999 971 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.09 s 1.91 check diff 1.91 971 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.82 s 1.18 check diff 1.18 971 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 971 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.82 s 1.18 check diff 1.18 971 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 971 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.82 s 1.18 check diff 1.18 971 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 972 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.5 s 3.5 check diff 3.5 972 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.51 s 4.49 check diff 4.49 972 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.59 s 3.41 check diff 3.41 972 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.51 s 4.49 check diff 4.49 972 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.44 s 3.56 check diff 3.56 972 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.59 s 4.41 check diff 4.41 972 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.48 s 3.52 check diff 3.52 972 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.6 s 4.4 check diff 4.4 972 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.78 s 3.2199999999999998 check diff 3.2199999999999998 972 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.72 s 4.28 check diff 4.28 972 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.78 s 3.2199999999999998 check diff 3.2199999999999998 972 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.72 s 4.28 check diff 4.28 972 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 972 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.71 s 4.29 check diff 4.29 972 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 972 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.76 s 4.24 check diff 4.24 972 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.38 s 3.62 check diff 3.62 972 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.73 s 4.27 check diff 4.27 972 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 972 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.74 s 4.26 check diff 4.26 972 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 972 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.74 s 4.26 check diff 4.26 972 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 972 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.74 s 4.26 check diff 4.26 973 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 2.55 s 0.4500000000000002 check diff 0.4500000000000002 973 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 2.36 s 0.6400000000000001 check diff 0.6400000000000001 973 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 2.17 s 0.8300000000000001 check diff 0.8300000000000001 973 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 2.1 s 0.8999999999999999 check diff 0.8999999999999999 973 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.3 s 0.7000000000000002 check diff 0.7000000000000002 973 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.28 s 0.7200000000000002 check diff 0.7200000000000002 973 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.64 s 1.36 check diff 1.36 973 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.67 s 1.33 check diff 1.33 973 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.67 s 1.33 check diff 1.33 973 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.67 s 1.33 check diff 1.33 973 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.67 s 1.33 check diff 1.33 973 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.67 s 1.33 check diff 1.33 974 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 2.13 s 0.8700000000000001 check diff 0.8700000000000001 974 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.2 s 2.8 check diff 2.8 974 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 2.29 s 0.71 check diff 0.71 974 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.34 s 2.66 check diff 2.66 974 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 2.1 s 0.8999999999999999 check diff 0.8999999999999999 974 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.32 s 2.68 check diff 2.68 974 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 2.18 s 0.8199999999999998 check diff 0.8199999999999998 974 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.29 s 2.71 check diff 2.71 974 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.42 s 0.5800000000000001 check diff 0.5800000000000001 974 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.33 s 2.67 check diff 2.67 974 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.42 s 0.5800000000000001 check diff 0.5800000000000001 974 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.38 s 2.62 check diff 2.62 974 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.74 s 1.26 check diff 1.26 974 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.4 s 2.6 check diff 2.6 974 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.77 s 1.23 check diff 1.23 974 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.4 s 2.6 check diff 2.6 974 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.77 s 1.23 check diff 1.23 974 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.38 s 2.62 check diff 2.62 974 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 974 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.33 s 2.67 check diff 2.67 974 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 974 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.33 s 2.67 check diff 2.67 974 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 974 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.33 s 2.67 check diff 2.67 975 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.73 s -0.73 check diff 0 975 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.96 s 0.040000000000000036 check diff 0.040000000000000036 975 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.86 s -0.8600000000000001 check diff 0 975 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.99 s 0.010000000000000009 check diff 0.010000000000000009 975 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.71 s -0.71 check diff 0 975 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.07 s -0.07000000000000006 check diff 0 975 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.78 s -0.78 check diff 0 975 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.07 s -0.07000000000000006 check diff 0 975 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.97 s -0.97 check diff 0 975 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.07 s -0.07000000000000006 check diff 0 975 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.97 s -0.97 check diff 0 975 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.07 s -0.07000000000000006 check diff 0 975 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.42 s -0.41999999999999993 check diff 0 975 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.09 s -0.09000000000000008 check diff 0 975 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.45 s -0.44999999999999996 check diff 0 975 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.09 s -0.09000000000000008 check diff 0 975 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.45 s -0.44999999999999996 check diff 0 975 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.07 s -0.07000000000000006 check diff 0 975 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.45 s -0.44999999999999996 check diff 0 975 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.07 s -0.07000000000000006 check diff 0 975 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.45 s -0.44999999999999996 check diff 0 975 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.07 s -0.07000000000000006 check diff 0 975 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.45 s -0.44999999999999996 check diff 0 975 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.07 s -0.07000000000000006 check diff 0 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 978 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.84 s 3.16 check diff 3.16 978 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.45 s 4.55 check diff 4.55 978 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.04 s 2.96 check diff 2.96 978 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.5 s 4.5 check diff 4.5 978 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.89 s 3.1100000000000003 check diff 3.1100000000000003 978 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.5 s 4.5 check diff 4.5 978 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.06 s 2.94 check diff 2.94 978 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.57 s 4.43 check diff 4.43 978 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.32 s 2.68 check diff 2.68 978 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.76 s 4.24 check diff 4.24 978 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.27 s 2.73 check diff 2.73 978 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.68 s 4.32 check diff 4.32 978 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.64 s 3.3600000000000003 check diff 3.3600000000000003 978 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.7 s 4.3 check diff 4.3 978 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 978 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.7 s 4.3 check diff 4.3 978 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.69 s 3.31 check diff 3.31 978 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.83 s 4.17 check diff 4.17 978 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.69 s 3.31 check diff 3.31 978 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.83 s 4.17 check diff 4.17 978 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.69 s 3.31 check diff 3.31 978 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.83 s 4.17 check diff 4.17 978 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.69 s 3.31 check diff 3.31 978 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.83 s 4.17 check diff 4.17 979 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.96 s 3.04 check diff 3.04 979 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 979 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.65 s 3.35 check diff 3.35 979 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.13 s 3.87 check diff 3.87 979 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.55 s 3.45 check diff 3.45 979 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.22 s 3.7800000000000002 check diff 3.7800000000000002 979 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.61 s 3.3899999999999997 check diff 3.3899999999999997 979 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.22 s 3.7800000000000002 check diff 3.7800000000000002 979 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.56 s 2.44 check diff 2.44 979 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.22 s 3.7800000000000002 check diff 3.7800000000000002 979 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.55 s 2.45 check diff 2.45 979 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.22 s 3.7800000000000002 check diff 3.7800000000000002 979 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.84 s 3.16 check diff 3.16 979 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.24 s 3.76 check diff 3.76 979 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.88 s 3.12 check diff 3.12 979 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.24 s 3.76 check diff 3.76 979 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.88 s 3.12 check diff 3.12 979 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.22 s 3.7800000000000002 check diff 3.7800000000000002 979 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.88 s 3.12 check diff 3.12 979 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.22 s 3.7800000000000002 check diff 3.7800000000000002 979 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.88 s 3.12 check diff 3.12 979 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.22 s 3.7800000000000002 check diff 3.7800000000000002 979 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.88 s 3.12 check diff 3.12 979 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.22 s 3.7800000000000002 check diff 3.7800000000000002 980 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 4.34 s -2.34 check diff 0 980 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.82 s 1.1800000000000002 check diff 1.1800000000000002 980 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 4.67 s -2.67 check diff 0 980 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.9 s 1.1 check diff 1.1 980 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 4.3 s -2.3 check diff 0 980 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.01 s 0.99 check diff 0.99 980 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 4.45 s -2.45 check diff 0 980 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.95 s 1.05 check diff 1.05 980 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 4.94 s -2.9400000000000004 check diff 0 980 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.95 s 1.05 check diff 1.05 980 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 4.93 s -2.9299999999999997 check diff 0 980 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.87 s 1.13 check diff 1.13 980 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 3.56 s -1.56 check diff 0 980 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.88 s 1.12 check diff 1.12 980 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 3.62 s -1.62 check diff 0 980 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.88 s 1.12 check diff 1.12 980 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 3.62 s -1.62 check diff 0 980 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.84 s 1.1600000000000001 check diff 1.1600000000000001 980 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 3.62 s -1.62 check diff 0 980 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.84 s 1.1600000000000001 check diff 1.1600000000000001 980 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 3.62 s -1.62 check diff 0 980 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.84 s 1.1600000000000001 check diff 1.1600000000000001 980 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 3.62 s -1.62 check diff 0 980 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.84 s 1.1600000000000001 check diff 1.1600000000000001 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 982 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.34 s 2.66 check diff 2.66 982 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.74 s 4.26 check diff 4.26 982 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.52 s 2.48 check diff 2.48 982 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.75 s 4.25 check diff 4.25 982 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.2 s 2.8 check diff 2.8 982 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.84 s 4.16 check diff 4.16 982 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.61 s 2.39 check diff 2.39 982 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.91 s 4.09 check diff 4.09 982 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.95 s 2.05 check diff 2.05 982 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.74 s 4.26 check diff 4.26 982 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.55 s 2.45 check diff 2.45 982 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.77 s 4.23 check diff 4.23 982 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.61 s 3.3899999999999997 check diff 3.3899999999999997 982 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 982 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.45 s 3.55 check diff 3.55 982 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.96 s 4.04 check diff 4.04 982 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 982 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.93 s 4.07 check diff 4.07 982 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 982 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.93 s 4.07 check diff 4.07 982 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 982 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.93 s 4.07 check diff 4.07 982 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 982 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.93 s 4.07 check diff 4.07 983 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.27 s 2.73 check diff 2.73 983 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.66 s 2.34 check diff 2.34 983 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.3 s 2.7 check diff 2.7 983 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.67 s 2.33 check diff 2.33 983 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.27 s 2.73 check diff 2.73 983 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.61 s 2.39 check diff 2.39 983 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.28 s 2.7199999999999998 check diff 2.7199999999999998 983 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.54 s 2.46 check diff 2.46 983 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.31 s 2.69 check diff 2.69 983 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.41 s 2.59 check diff 2.59 983 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.31 s 2.69 check diff 2.69 983 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.38 s 2.62 check diff 2.62 983 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.23 s 2.77 check diff 2.77 983 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.39 s 2.61 check diff 2.61 983 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.23 s 2.77 check diff 2.77 983 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.65 s 2.35 check diff 2.35 983 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.35 s 2.65 check diff 2.65 983 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 983 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.35 s 2.65 check diff 2.65 983 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 983 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.35 s 2.65 check diff 2.65 983 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 983 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.35 s 2.65 check diff 2.65 983 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 984 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 3.15 s -1.15 check diff 0 984 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 984 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 3.09 s -1.0899999999999999 check diff 0 984 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 984 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 3.07 s -1.0699999999999998 check diff 0 984 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 984 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 3.18 s -1.1800000000000002 check diff 0 984 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 984 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 3.53 s -1.5299999999999998 check diff 0 984 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 984 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 3.53 s -1.5299999999999998 check diff 0 984 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 984 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 2.54 s -0.54 check diff 0 984 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 984 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 2.59 s -0.5899999999999999 check diff 0 984 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 984 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 2.59 s -0.5899999999999999 check diff 0 984 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 984 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 2.59 s -0.5899999999999999 check diff 0 984 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 984 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 2.59 s -0.5899999999999999 check diff 0 984 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 984 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 2.59 s -0.5899999999999999 check diff 0 984 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 985 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.33 s 0.6699999999999999 check diff 0.6699999999999999 985 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.45 s 0.55 check diff 0.55 985 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.36 s 0.64 check diff 0.64 985 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.45 s 0.55 check diff 0.55 985 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.33 s 0.6699999999999999 check diff 0.6699999999999999 985 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.48 s 0.52 check diff 0.52 985 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.06 s -0.06000000000000005 check diff 0 985 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 985 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.18 s -0.17999999999999994 check diff 0 985 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 985 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.18 s -0.17999999999999994 check diff 0 985 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 985 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.85 s 0.15000000000000002 check diff 0.15000000000000002 985 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 985 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 985 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 985 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 985 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 985 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 985 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 985 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 985 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 985 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 985 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 987 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.06 s 3.94 check diff 3.94 987 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.12 s 4.88 check diff 4.88 987 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.14 s 3.8600000000000003 check diff 3.8600000000000003 987 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.09 s 4.91 check diff 4.91 987 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.97 s 4.03 check diff 4.03 987 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.09 s 4.91 check diff 4.91 987 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.21 s 3.79 check diff 3.79 987 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.09 s 4.91 check diff 4.91 987 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.42 s 3.58 check diff 3.58 987 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.09 s 4.91 check diff 4.91 987 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.42 s 3.58 check diff 3.58 987 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.09 s 4.91 check diff 4.91 987 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.11 s 3.8899999999999997 check diff 3.8899999999999997 987 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.11 s 4.89 check diff 4.89 987 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.13 s 3.87 check diff 3.87 987 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.11 s 4.89 check diff 4.89 987 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.13 s 3.87 check diff 3.87 987 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.09 s 4.91 check diff 4.91 987 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.13 s 3.87 check diff 3.87 987 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.09 s 4.91 check diff 4.91 987 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.13 s 3.87 check diff 3.87 987 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.09 s 4.91 check diff 4.91 987 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.13 s 3.87 check diff 3.87 987 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.09 s 4.91 check diff 4.91 988 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.86 s 2.14 check diff 2.14 988 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 988 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 3.06 s 1.94 check diff 1.94 988 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 988 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.65 s 2.35 check diff 2.35 988 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.98 s 4.02 check diff 4.02 988 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.99 s 2.01 check diff 2.01 988 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 988 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.88 s 1.12 check diff 1.12 988 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.11 s 3.8899999999999997 check diff 3.8899999999999997 988 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 3.13 s 1.87 check diff 1.87 988 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.25 s 3.75 check diff 3.75 988 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.96 s 3.04 check diff 3.04 988 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.49 s 3.51 check diff 3.51 988 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.81 s 3.19 check diff 3.19 988 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.41 s 3.59 check diff 3.59 988 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.81 s 3.19 check diff 3.19 988 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 988 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.81 s 3.19 check diff 3.19 988 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 988 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.81 s 3.19 check diff 3.19 988 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 988 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.81 s 3.19 check diff 3.19 988 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 989 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.02 s 2.98 check diff 2.98 989 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.96 s 3.04 check diff 3.04 989 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 989 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.13 s 2.87 check diff 2.87 989 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.48 s 2.52 check diff 2.52 989 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.2 s 2.8 check diff 2.8 989 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.4 s 3.6 check diff 3.6 989 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.43 s 3.5700000000000003 check diff 3.5700000000000003 989 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.43 s 3.5700000000000003 check diff 3.5700000000000003 989 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.43 s 3.5700000000000003 check diff 3.5700000000000003 989 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.43 s 3.5700000000000003 check diff 3.5700000000000003 989 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.43 s 3.5700000000000003 check diff 3.5700000000000003 990 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.17 s 3.83 check diff 3.83 990 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.95 s 4.05 check diff 4.05 990 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.26 s 3.74 check diff 3.74 990 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.82 s 4.18 check diff 4.18 990 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 990 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.73 s 4.27 check diff 4.27 990 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.2 s 3.8 check diff 3.8 990 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.78 s 4.22 check diff 4.22 990 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.33 s 3.67 check diff 3.67 990 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.82 s 4.18 check diff 4.18 990 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.33 s 3.67 check diff 3.67 990 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.26 s 3.74 check diff 3.74 990 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.96 s 4.04 check diff 4.04 990 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.64 s 3.3600000000000003 check diff 3.3600000000000003 990 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.98 s 4.02 check diff 4.02 990 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.37 s 2.63 check diff 2.63 990 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.05 s 3.95 check diff 3.95 990 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 990 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.05 s 3.95 check diff 3.95 990 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 990 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.05 s 3.95 check diff 3.95 990 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 990 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.05 s 3.95 check diff 3.95 990 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 992 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.77 s 0.22999999999999998 check diff 0.22999999999999998 992 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.31 s 0.69 check diff 0.69 992 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.65 s 0.35 check diff 0.35 992 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.33 s 0.6699999999999999 check diff 0.6699999999999999 992 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.53 s 0.47 check diff 0.47 992 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.36 s 0.64 check diff 0.64 992 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.68 s 0.31999999999999995 check diff 0.31999999999999995 992 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.38 s 0.62 check diff 0.62 992 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.66 s 0.33999999999999997 check diff 0.33999999999999997 992 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.43 s 0.5700000000000001 check diff 0.5700000000000001 992 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.72 s 0.28 check diff 0.28 992 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.3 s 0.7 check diff 0.7 992 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.52 s 0.48 check diff 0.48 992 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.33 s 0.6699999999999999 check diff 0.6699999999999999 992 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.44 s 0.56 check diff 0.56 992 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.37 s 0.63 check diff 0.63 992 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.44 s 0.56 check diff 0.56 992 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.35 s 0.65 check diff 0.65 992 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.44 s 0.56 check diff 0.56 992 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.35 s 0.65 check diff 0.65 992 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.44 s 0.56 check diff 0.56 992 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.35 s 0.65 check diff 0.65 992 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.44 s 0.56 check diff 0.56 992 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.35 s 0.65 check diff 0.65 993 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.15 s -0.1499999999999999 check diff 0 993 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.16 s -0.15999999999999992 check diff 0 993 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.24 s -0.24 check diff 0 993 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.2 s -0.19999999999999996 check diff 0 993 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.14 s -0.1399999999999999 check diff 0 993 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.3 s -0.30000000000000004 check diff 0 993 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.18 s -0.17999999999999994 check diff 0 993 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.3 s -0.30000000000000004 check diff 0 993 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.31 s -0.31000000000000005 check diff 0 993 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.3 s -0.30000000000000004 check diff 0 993 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.31 s -0.31000000000000005 check diff 0 993 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.3 s -0.30000000000000004 check diff 0 993 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.52 s -0.52 check diff 0 993 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.45 s -0.44999999999999996 check diff 0 993 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.8 s -0.8 check diff 0 993 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 2.27 s -1.27 check diff 0 993 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.8 s -0.8 check diff 0 993 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 2.26 s -1.2599999999999998 check diff 0 993 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.62 s -0.6200000000000001 check diff 0 993 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.5 s -0.5 check diff 0 993 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.62 s -0.6200000000000001 check diff 0 993 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.5 s -0.5 check diff 0 993 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.62 s -0.6200000000000001 check diff 0 993 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.5 s -0.5 check diff 0 994 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.49 s 1.51 check diff 1.51 994 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.46 s 1.54 check diff 1.54 994 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.6 s 1.4 check diff 1.4 994 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.52 s 1.48 check diff 1.48 994 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.43 s 1.57 check diff 1.57 994 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.46 s 1.54 check diff 1.54 994 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.27 s 1.73 check diff 1.73 994 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 2.22 s 0.7799999999999998 check diff 0.7799999999999998 994 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.56 s 0.43999999999999995 check diff 0.43999999999999995 994 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.22 s 0.7799999999999998 check diff 0.7799999999999998 994 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.17 s 0.8300000000000001 check diff 0.8300000000000001 994 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.75 s 1.25 check diff 1.25 994 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.65 s 1.35 check diff 1.35 994 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 2.21 s 0.79 check diff 0.79 994 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 2.0 s 1.0 check diff 1.0 994 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 2.15 s 0.8500000000000001 check diff 0.8500000000000001 994 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 2.0 s 1.0 check diff 1.0 994 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 2.14 s 0.8599999999999999 check diff 0.8599999999999999 994 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 2.0 s 1.0 check diff 1.0 994 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 2.14 s 0.8599999999999999 check diff 0.8599999999999999 994 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 2.0 s 1.0 check diff 1.0 994 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 2.14 s 0.8599999999999999 check diff 0.8599999999999999 994 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 2.0 s 1.0 check diff 1.0 994 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 2.14 s 0.8599999999999999 check diff 0.8599999999999999 995 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 2.28 s 0.7200000000000002 check diff 0.7200000000000002 995 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.31 s 2.69 check diff 2.69 995 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 2.45 s 0.5499999999999998 check diff 0.5499999999999998 995 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.3 s 2.7 check diff 2.7 995 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 2.18 s 0.8199999999999998 check diff 0.8199999999999998 995 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.33 s 2.67 check diff 2.67 995 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 2.25 s 0.75 check diff 0.75 995 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.33 s 2.67 check diff 2.67 995 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.5 s 0.5 check diff 0.5 995 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.33 s 2.67 check diff 2.67 995 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.5 s 0.5 check diff 0.5 995 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.33 s 2.67 check diff 2.67 995 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.8 s 1.2 check diff 1.2 995 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.35 s 2.65 check diff 2.65 995 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 995 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.45 s 2.55 check diff 2.55 995 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 995 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.43 s 2.57 check diff 2.57 995 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 995 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.43 s 2.57 check diff 2.57 995 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 995 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.43 s 2.57 check diff 2.57 995 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 995 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.43 s 2.57 check diff 2.57 996 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.89 s -0.8899999999999999 check diff 0 996 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.52 s 0.48 check diff 0.48 996 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 2.04 s -1.04 check diff 0 996 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.52 s 0.48 check diff 0.48 996 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.87 s -0.8700000000000001 check diff 0 996 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.56 s 0.43999999999999995 check diff 0.43999999999999995 996 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.94 s -0.94 check diff 0 996 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.56 s 0.43999999999999995 check diff 0.43999999999999995 996 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 2.24 s -1.2400000000000002 check diff 0 996 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.65 s 0.35 check diff 0.35 996 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 2.72 s -1.7200000000000002 check diff 0 996 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.76 s 0.24 check diff 0.24 996 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.63 s -0.6299999999999999 check diff 0 996 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.07 s -0.07000000000000006 check diff 0 996 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.59 s -0.5900000000000001 check diff 0 996 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 996 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.52 s -0.52 check diff 0 996 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.72 s 0.28 check diff 0.28 996 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.4 s -0.3999999999999999 check diff 0 996 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.91 s 0.08999999999999997 check diff 0.08999999999999997 996 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.4 s -0.3999999999999999 check diff 0 996 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.91 s 0.08999999999999997 check diff 0.08999999999999997 996 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.4 s -0.3999999999999999 check diff 0 996 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.91 s 0.08999999999999997 check diff 0.08999999999999997 997 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 3.25 s 1.75 check diff 1.75 997 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.84 s 4.16 check diff 4.16 997 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 3.49 s 1.5099999999999998 check diff 1.5099999999999998 997 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.86 s 4.14 check diff 4.14 997 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 3.21 s 1.79 check diff 1.79 997 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.93 s 4.07 check diff 4.07 997 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 3.66 s 1.3399999999999999 check diff 1.3399999999999999 997 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.02 s 3.98 check diff 3.98 997 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.41 s 1.5899999999999999 check diff 1.5899999999999999 997 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.18 s 3.8200000000000003 check diff 3.8200000000000003 997 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 4.21 s 0.79 check diff 0.79 997 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.6 s 3.4 check diff 3.4 997 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 5.0 s 0.0 check diff 0.0 997 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.11 s 3.8899999999999997 check diff 3.8899999999999997 997 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 3.08 s 1.92 check diff 1.92 997 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 997 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 3.08 s 1.92 check diff 1.92 997 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.52 s 3.48 check diff 3.48 997 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 3.08 s 1.92 check diff 1.92 997 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.52 s 3.48 check diff 3.48 997 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 3.08 s 1.92 check diff 1.92 997 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.52 s 3.48 check diff 3.48 997 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 3.08 s 1.92 check diff 1.92 997 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.52 s 3.48 check diff 3.48 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 999 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.66 s 1.3399999999999999 check diff 1.3399999999999999 999 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.5 s 1.5 check diff 1.5 999 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.06 s 0.94 check diff 0.94 999 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.5 s 1.5 check diff 1.5 999 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 999 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.54 s 1.46 check diff 1.46 999 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.01 s 0.99 check diff 0.99 999 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.54 s 1.46 check diff 1.46 999 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.02 s 0.98 check diff 0.98 999 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.63 s 1.37 check diff 1.37 999 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.02 s 0.98 check diff 0.98 999 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.63 s 1.37 check diff 1.37 999 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.55 s 1.45 check diff 1.45 999 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.35 s 1.65 check diff 1.65 999 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.77 s 1.23 check diff 1.23 999 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.32 s 1.68 check diff 1.68 999 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.68 s 1.3199999999999998 check diff 1.3199999999999998 999 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 999 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.68 s 1.3199999999999998 check diff 1.3199999999999998 999 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 999 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.68 s 1.3199999999999998 check diff 1.3199999999999998 999 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 999 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.68 s 1.3199999999999998 check diff 1.3199999999999998 999 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.31 s 1.69 check diff 1.69 1000 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 2.13 s 0.8700000000000001 check diff 0.8700000000000001 1000 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.39 s 2.61 check diff 2.61 1000 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 2.16 s 0.8399999999999999 check diff 0.8399999999999999 1000 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.3 s 2.7 check diff 2.7 1000 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.75 s 1.25 check diff 1.25 1000 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.25 s 2.75 check diff 2.75 1000 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.81 s 1.19 check diff 1.19 1000 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.25 s 2.75 check diff 2.75 1000 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.95 s 1.05 check diff 1.05 1000 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.33 s 2.67 check diff 2.67 1000 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.51 s 0.4900000000000002 check diff 0.4900000000000002 1000 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.27 s 2.73 check diff 2.73 1000 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.55 s 1.45 check diff 1.45 1000 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.21 s 2.79 check diff 2.79 1000 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.79 s 1.21 check diff 1.21 1000 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 1000 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.92 s 1.08 check diff 1.08 1000 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 1000 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 3.0 s 0.0 check diff 0.0 1000 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.28 s 2.7199999999999998 check diff 2.7199999999999998 1000 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 3.0 s 0.0 check diff 0.0 1000 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.28 s 2.7199999999999998 check diff 2.7199999999999998 1000 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 3.0 s 0.0 check diff 0.0 1000 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.28 s 2.7199999999999998 check diff 2.7199999999999998 1001 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.68 s 1.32 check diff 1.32 1001 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.75 s 2.25 check diff 2.25 1001 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.72 s 1.28 check diff 1.28 1001 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.72 s 2.2800000000000002 check diff 2.2800000000000002 1001 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.56 s 1.44 check diff 1.44 1001 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.84 s 2.16 check diff 2.16 1001 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.61 s 1.39 check diff 1.39 1001 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.89 s 2.11 check diff 2.11 1001 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.04 s 0.96 check diff 0.96 1001 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.03 s 1.97 check diff 1.97 1001 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.03 s 0.9700000000000002 check diff 0.9700000000000002 1001 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.0 s 2.0 check diff 2.0 1001 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.47 s 1.53 check diff 1.53 1001 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.93 s 2.07 check diff 2.07 1001 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.5 s 1.5 check diff 1.5 1001 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.93 s 2.07 check diff 2.07 1001 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.5 s 1.5 check diff 1.5 1001 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.91 s 2.09 check diff 2.09 1001 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.5 s 1.5 check diff 1.5 1001 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.91 s 2.09 check diff 2.09 1001 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.5 s 1.5 check diff 1.5 1001 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.91 s 2.09 check diff 2.09 1001 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.5 s 1.5 check diff 1.5 1001 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.91 s 2.09 check diff 2.09 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1003 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 4.65 s -2.6500000000000004 check diff 0 1003 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.31 s 0.69 check diff 0.69 1003 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 5.0 s -3.0 check diff 0 1003 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.36 s 0.6399999999999999 check diff 0.6399999999999999 1003 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 4.6 s -2.5999999999999996 check diff 0 1003 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.65 s 0.3500000000000001 check diff 0.3500000000000001 1003 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 3.69 s -1.69 check diff 0 1003 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.56 s 0.43999999999999995 check diff 0.43999999999999995 1003 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 4.85 s -2.8499999999999996 check diff 0 1003 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.75 s 0.25 check diff 0.25 1003 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 4.54 s -2.54 check diff 0 1003 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.67 s 0.33000000000000007 check diff 0.33000000000000007 1003 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 2.99 s -0.9900000000000002 check diff 0 1003 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.59 s 0.4099999999999999 check diff 0.4099999999999999 1003 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 2.84 s -0.8399999999999999 check diff 0 1003 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.5 s 0.5 check diff 0.5 1003 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 2.6 s -0.6000000000000001 check diff 0 1003 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.29 s 0.71 check diff 0.71 1003 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 2.6 s -0.6000000000000001 check diff 0 1003 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.29 s 0.71 check diff 0.71 1003 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 2.6 s -0.6000000000000001 check diff 0 1003 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.29 s 0.71 check diff 0.71 1003 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 2.6 s -0.6000000000000001 check diff 0 1003 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.29 s 0.71 check diff 0.71 1004 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.51 s 4.49 check diff 4.49 1004 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.55 s 4.45 check diff 4.45 1004 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.51 s 4.49 check diff 4.49 1004 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.52 s 4.48 check diff 4.48 1004 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.58 s 4.42 check diff 4.42 1004 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.55 s 4.45 check diff 4.45 1004 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.72 s 4.28 check diff 4.28 1004 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.94 s 4.0600000000000005 check diff 4.0600000000000005 1004 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.61 s 4.39 check diff 4.39 1004 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.33 s 4.67 check diff 4.67 1004 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.33 s 4.67 check diff 4.67 1004 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.33 s 4.67 check diff 4.67 1005 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.78 s 0.21999999999999997 check diff 0.21999999999999997 1005 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 1005 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.91 s 0.09000000000000008 check diff 0.09000000000000008 1005 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.22 s 1.78 check diff 1.78 1005 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.76 s 0.24 check diff 0.24 1005 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 1005 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.82 s 0.17999999999999994 check diff 0.17999999999999994 1005 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 1005 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.02 s -0.020000000000000018 check diff 0 1005 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 1005 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.02 s -0.020000000000000018 check diff 0 1005 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.23 s 1.77 check diff 1.77 1005 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.29 s 0.71 check diff 0.71 1005 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.11 s 1.89 check diff 1.89 1005 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.32 s 0.6799999999999999 check diff 0.6799999999999999 1005 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.11 s 1.89 check diff 1.89 1005 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.32 s 0.6799999999999999 check diff 0.6799999999999999 1005 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.09 s 1.91 check diff 1.91 1005 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.32 s 0.6799999999999999 check diff 0.6799999999999999 1005 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.09 s 1.91 check diff 1.91 1005 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.32 s 0.6799999999999999 check diff 0.6799999999999999 1005 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.09 s 1.91 check diff 1.91 1005 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.32 s 0.6799999999999999 check diff 0.6799999999999999 1005 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.09 s 1.91 check diff 1.91 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1007 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 4.3 s -2.3 check diff 0 1007 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.94 s 1.06 check diff 1.06 1007 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 2.95 s -0.9500000000000002 check diff 0 1007 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 1007 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 2.96 s -0.96 check diff 0 1007 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.05 s 0.95 check diff 0.95 1007 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 2.73 s -0.73 check diff 0 1007 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.05 s 0.95 check diff 0.95 1007 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.9 s -0.8999999999999999 check diff 0 1007 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.05 s 0.95 check diff 0.95 1007 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 3.3 s -1.2999999999999998 check diff 0 1007 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.05 s 0.95 check diff 0.95 1007 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 2.4 s -0.3999999999999999 check diff 0 1007 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.06 s 0.94 check diff 0.94 1007 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 2.68 s -0.6800000000000002 check diff 0 1007 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.06 s 0.94 check diff 0.94 1007 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 2.63 s -0.6299999999999999 check diff 0 1007 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.05 s 0.95 check diff 0.95 1007 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 2.63 s -0.6299999999999999 check diff 0 1007 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.05 s 0.95 check diff 0.95 1007 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 2.63 s -0.6299999999999999 check diff 0 1007 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.05 s 0.95 check diff 0.95 1007 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 2.63 s -0.6299999999999999 check diff 0 1007 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.05 s 0.95 check diff 0.95 1008 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.4 s -0.3999999999999999 check diff 0 1008 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.43 s 0.5700000000000001 check diff 0.5700000000000001 1008 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.5 s -0.5 check diff 0 1008 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.42 s 0.5800000000000001 check diff 0.5800000000000001 1008 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 2.03 s -1.0299999999999998 check diff 0 1008 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.7 s 0.30000000000000004 check diff 0.30000000000000004 1008 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 2.1 s -1.1 check diff 0 1008 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.7 s 0.30000000000000004 check diff 0.30000000000000004 1008 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 2.33 s -1.33 check diff 0 1008 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.7 s 0.30000000000000004 check diff 0.30000000000000004 1008 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 2.32 s -1.3199999999999998 check diff 0 1008 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.7 s 0.30000000000000004 check diff 0.30000000000000004 1008 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.68 s -0.6799999999999999 check diff 0 1008 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.72 s 0.28 check diff 0.28 1008 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.71 s -0.71 check diff 0 1008 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.72 s 0.28 check diff 0.28 1008 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.9 s -0.8999999999999999 check diff 0 1008 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 1008 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.9 s -0.8999999999999999 check diff 0 1008 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 1008 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.9 s -0.8999999999999999 check diff 0 1008 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 1008 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.9 s -0.8999999999999999 check diff 0 1008 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1010 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.56 s 1.44 check diff 1.44 1010 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.68 s 2.32 check diff 2.32 1010 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.68 s 1.32 check diff 1.32 1010 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 1010 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.34 s 1.66 check diff 1.66 1010 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.59 s 2.41 check diff 2.41 1010 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.38 s 1.62 check diff 1.62 1010 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.59 s 2.41 check diff 2.41 1010 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.57 s 0.43000000000000016 check diff 0.43000000000000016 1010 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.98 s 1.02 check diff 1.02 1010 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.57 s 0.43000000000000016 check diff 0.43000000000000016 1010 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.98 s 1.02 check diff 1.02 1010 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.85 s 1.15 check diff 1.15 1010 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.99 s 1.01 check diff 1.01 1010 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.89 s 1.11 check diff 1.11 1010 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.99 s 1.01 check diff 1.01 1010 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.89 s 1.11 check diff 1.11 1010 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.98 s 1.02 check diff 1.02 1010 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.89 s 1.11 check diff 1.11 1010 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.98 s 1.02 check diff 1.02 1010 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.89 s 1.11 check diff 1.11 1010 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.98 s 1.02 check diff 1.02 1010 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.89 s 1.11 check diff 1.11 1010 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.98 s 1.02 check diff 1.02 1011 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.0 s 0.0 check diff 0.0 1011 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.42 s 0.5800000000000001 check diff 0.5800000000000001 1011 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.07 s -0.07000000000000006 check diff 0 1011 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.42 s 0.5800000000000001 check diff 0.5800000000000001 1011 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.99 s 0.010000000000000009 check diff 0.010000000000000009 1011 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.45 s 0.55 check diff 0.55 1011 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.02 s -0.020000000000000018 check diff 0 1011 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.45 s 0.55 check diff 0.55 1011 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.38 s -0.3799999999999999 check diff 0 1011 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.5 s 0.5 check diff 0.5 1011 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 2.15 s -1.15 check diff 0 1011 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.44 s 0.56 check diff 0.56 1011 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.55 s -0.55 check diff 0 1011 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.5 s 0.5 check diff 0.5 1011 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.58 s -0.5800000000000001 check diff 0 1011 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.5 s 0.5 check diff 0.5 1011 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.58 s -0.5800000000000001 check diff 0 1011 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.48 s 0.52 check diff 0.52 1011 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.58 s -0.5800000000000001 check diff 0 1011 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.48 s 0.52 check diff 0.52 1011 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.58 s -0.5800000000000001 check diff 0 1011 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.48 s 0.52 check diff 0.52 1011 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.58 s -0.5800000000000001 check diff 0 1011 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.48 s 0.52 check diff 0.52 1012 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.34 s 2.66 check diff 2.66 1012 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.24 s 3.76 check diff 3.76 1012 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.51 s 2.49 check diff 2.49 1012 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.3 s 3.7 check diff 3.7 1012 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.28 s 2.72 check diff 2.72 1012 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.35 s 3.65 check diff 3.65 1012 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.44 s 2.56 check diff 2.56 1012 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.43 s 3.5700000000000003 check diff 3.5700000000000003 1012 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.94 s 2.06 check diff 2.06 1012 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 1012 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.97 s 2.03 check diff 2.03 1012 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.58 s 3.42 check diff 3.42 1012 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.11 s 2.89 check diff 2.89 1012 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.65 s 3.35 check diff 3.35 1012 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.14 s 2.86 check diff 2.86 1012 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.62 s 3.38 check diff 3.38 1012 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.21 s 2.79 check diff 2.79 1012 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.65 s 3.35 check diff 3.35 1012 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.21 s 2.79 check diff 2.79 1012 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.65 s 3.35 check diff 3.35 1012 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.21 s 2.79 check diff 2.79 1012 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.65 s 3.35 check diff 3.35 1012 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.21 s 2.79 check diff 2.79 1012 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.65 s 3.35 check diff 3.35 1013 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 3.11 s 1.8900000000000001 check diff 1.8900000000000001 1013 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.3 s 3.7 check diff 3.7 1013 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 3.13 s 1.87 check diff 1.87 1013 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 1013 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.74 s 2.26 check diff 2.26 1013 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.63 s 3.37 check diff 3.37 1013 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.53 s 2.47 check diff 2.47 1013 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.63 s 3.37 check diff 3.37 1013 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.1 s 1.9 check diff 1.9 1013 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.94 s 3.06 check diff 3.06 1013 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 3.61 s 1.3900000000000001 check diff 1.3900000000000001 1013 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.94 s 3.06 check diff 3.06 1013 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.55 s 2.45 check diff 2.45 1013 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.98 s 3.02 check diff 3.02 1013 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.75 s 2.25 check diff 2.25 1013 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.9 s 3.1 check diff 3.1 1013 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.39 s 2.61 check diff 2.61 1013 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.64 s 3.3600000000000003 check diff 3.3600000000000003 1013 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.39 s 2.61 check diff 2.61 1013 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.64 s 3.3600000000000003 check diff 3.3600000000000003 1013 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.39 s 2.61 check diff 2.61 1013 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.64 s 3.3600000000000003 check diff 3.3600000000000003 1013 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.39 s 2.61 check diff 2.61 1013 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.64 s 3.3600000000000003 check diff 3.3600000000000003 1014 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.17 s 1.83 check diff 1.83 1014 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.04 s 0.96 check diff 0.96 1014 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.25 s 1.75 check diff 1.75 1014 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.08 s 0.9199999999999999 check diff 0.9199999999999999 1014 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.6 s 1.4 check diff 1.4 1014 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.16 s 0.8400000000000001 check diff 0.8400000000000001 1014 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.62 s 1.38 check diff 1.38 1014 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.16 s 0.8400000000000001 check diff 0.8400000000000001 1014 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.69 s 1.31 check diff 1.31 1014 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.16 s 0.8400000000000001 check diff 0.8400000000000001 1014 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.69 s 1.31 check diff 1.31 1014 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.16 s 0.8400000000000001 check diff 0.8400000000000001 1014 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.49 s 1.51 check diff 1.51 1014 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.18 s 0.8200000000000001 check diff 0.8200000000000001 1014 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.5 s 1.5 check diff 1.5 1014 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.18 s 0.8200000000000001 check diff 0.8200000000000001 1014 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.5 s 1.5 check diff 1.5 1014 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.16 s 0.8400000000000001 check diff 0.8400000000000001 1014 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.5 s 1.5 check diff 1.5 1014 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.16 s 0.8400000000000001 check diff 0.8400000000000001 1014 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.5 s 1.5 check diff 1.5 1014 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.16 s 0.8400000000000001 check diff 0.8400000000000001 1014 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.5 s 1.5 check diff 1.5 1014 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.16 s 0.8400000000000001 check diff 0.8400000000000001 1015 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.75 s 0.25 check diff 0.25 1015 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.22 s 0.78 check diff 0.78 1015 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.81 s 0.18999999999999995 check diff 0.18999999999999995 1015 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.21 s 0.79 check diff 0.79 1015 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.82 s 0.18000000000000005 check diff 0.18000000000000005 1015 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.35 s 0.65 check diff 0.65 1015 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.85 s 0.15000000000000002 check diff 0.15000000000000002 1015 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.27 s 0.73 check diff 0.73 1015 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.17 s -0.16999999999999993 check diff 0 1015 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.38 s 0.62 check diff 0.62 1015 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.96 s 0.040000000000000036 check diff 0.040000000000000036 1015 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.41 s 0.5900000000000001 check diff 0.5900000000000001 1015 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.92 s 0.07999999999999996 check diff 0.07999999999999996 1015 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.57 s 0.43000000000000005 check diff 0.43000000000000005 1015 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.94 s 0.06000000000000005 check diff 0.06000000000000005 1015 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.74 s 0.26 check diff 0.26 1015 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 1.15 s -0.1499999999999999 check diff 0 1015 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.76 s 0.24 check diff 0.24 1015 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.9 s -0.8999999999999999 check diff 0 1015 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.92 s 0.07999999999999996 check diff 0.07999999999999996 1015 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.9 s -0.8999999999999999 check diff 0 1015 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.92 s 0.07999999999999996 check diff 0.07999999999999996 1015 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.9 s -0.8999999999999999 check diff 0 1015 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.92 s 0.07999999999999996 check diff 0.07999999999999996 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1017 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.85 s 2.15 check diff 2.15 1017 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.03 s 2.97 check diff 2.97 1017 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.79 s 2.21 check diff 2.21 1017 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.92 s 3.08 check diff 3.08 1017 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.62 s 2.38 check diff 2.38 1017 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.15 s 2.85 check diff 2.85 1017 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.59 s 2.41 check diff 2.41 1017 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.07 s 2.93 check diff 2.93 1017 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.3 s 1.7000000000000002 check diff 1.7000000000000002 1017 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.23 s 2.77 check diff 2.77 1017 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 3.14 s 1.8599999999999999 check diff 1.8599999999999999 1017 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.06 s 2.94 check diff 2.94 1017 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.16 s 2.84 check diff 2.84 1017 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.0 s 3.0 check diff 3.0 1017 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.2 s 2.8 check diff 2.8 1017 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.0 s 3.0 check diff 3.0 1017 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.2 s 2.8 check diff 2.8 1017 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.98 s 3.02 check diff 3.02 1017 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.2 s 2.8 check diff 2.8 1017 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.98 s 3.02 check diff 3.02 1017 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.2 s 2.8 check diff 2.8 1017 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.98 s 3.02 check diff 3.02 1017 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.2 s 2.8 check diff 2.8 1017 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.98 s 3.02 check diff 3.02 1018 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.66 s 3.34 check diff 3.34 1018 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.19 s 4.81 check diff 4.81 1018 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.06 s 2.94 check diff 2.94 1018 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 1018 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.9 s 3.1 check diff 3.1 1018 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.11 s 3.8899999999999997 check diff 3.8899999999999997 1018 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.97 s 3.0300000000000002 check diff 3.0300000000000002 1018 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.11 s 3.8899999999999997 check diff 3.8899999999999997 1018 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.18 s 2.82 check diff 2.82 1018 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.11 s 3.8899999999999997 check diff 3.8899999999999997 1018 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.77 s 3.23 check diff 3.23 1018 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.11 s 3.8899999999999997 check diff 3.8899999999999997 1018 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.52 s 3.48 check diff 3.48 1018 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.13 s 3.87 check diff 3.87 1018 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 1018 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.13 s 3.87 check diff 3.87 1018 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 1018 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 1018 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 1018 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 1018 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 1018 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 1018 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.53 s 3.4699999999999998 check diff 3.4699999999999998 1018 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 1019 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.64 s 1.3599999999999999 check diff 1.3599999999999999 1019 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 1019 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.69 s 1.31 check diff 1.31 1019 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.71 s 1.29 check diff 1.29 1019 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.64 s 1.3599999999999999 check diff 1.3599999999999999 1019 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.77 s 1.23 check diff 1.23 1019 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.66 s 1.3399999999999999 check diff 1.3399999999999999 1019 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.77 s 1.23 check diff 1.23 1019 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.73 s 1.27 check diff 1.27 1019 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.77 s 1.23 check diff 1.23 1019 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.73 s 1.27 check diff 1.27 1019 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.77 s 1.23 check diff 1.23 1019 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.53 s 1.47 check diff 1.47 1019 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.79 s 1.21 check diff 1.21 1019 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.54 s 1.46 check diff 1.46 1019 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.79 s 1.21 check diff 1.21 1019 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.54 s 1.46 check diff 1.46 1019 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.77 s 1.23 check diff 1.23 1019 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.73 s 1.27 check diff 1.27 1019 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.5 s 1.5 check diff 1.5 1019 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.73 s 1.27 check diff 1.27 1019 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.5 s 1.5 check diff 1.5 1019 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.73 s 1.27 check diff 1.27 1019 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.5 s 1.5 check diff 1.5 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1021 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.22 s 1.78 check diff 1.78 1021 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.63 s 2.37 check diff 2.37 1021 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.31 s 1.69 check diff 1.69 1021 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.64 s 2.36 check diff 2.36 1021 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.21 s 1.79 check diff 1.79 1021 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.69 s 2.31 check diff 2.31 1021 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.8 s 2.2 check diff 2.2 1021 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.69 s 2.31 check diff 2.31 1021 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.88 s 2.12 check diff 2.12 1021 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.69 s 2.31 check diff 2.31 1021 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.88 s 2.12 check diff 2.12 1021 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.69 s 2.31 check diff 2.31 1021 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.64 s 2.36 check diff 2.36 1021 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.71 s 2.29 check diff 2.29 1021 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.65 s 2.35 check diff 2.35 1021 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.72 s 2.2800000000000002 check diff 2.2800000000000002 1021 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.65 s 2.35 check diff 2.35 1021 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 1021 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.65 s 2.35 check diff 2.35 1021 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 1021 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.65 s 2.35 check diff 2.35 1021 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 1021 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.65 s 2.35 check diff 2.35 1021 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1023 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 1023 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.58 s 1.42 check diff 1.42 1023 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.51 s 0.49 check diff 0.49 1023 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.58 s 1.42 check diff 1.42 1023 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.39 s 0.6100000000000001 check diff 0.6100000000000001 1023 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.63 s 1.37 check diff 1.37 1023 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.57 s 0.42999999999999994 check diff 0.42999999999999994 1023 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.65 s 1.35 check diff 1.35 1023 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.74 s 0.26 check diff 0.26 1023 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.65 s 1.35 check diff 1.35 1023 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.74 s 0.26 check diff 0.26 1023 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.65 s 1.35 check diff 1.35 1023 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.44 s 0.56 check diff 0.56 1023 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.71 s 0.29000000000000004 check diff 0.29000000000000004 1023 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.56 s 0.43999999999999995 check diff 0.43999999999999995 1023 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.12 s 0.8799999999999999 check diff 0.8799999999999999 1023 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.56 s 0.43999999999999995 check diff 0.43999999999999995 1023 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.1 s 0.8999999999999999 check diff 0.8999999999999999 1023 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.56 s 0.43999999999999995 check diff 0.43999999999999995 1023 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.1 s 0.8999999999999999 check diff 0.8999999999999999 1023 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.56 s 0.43999999999999995 check diff 0.43999999999999995 1023 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.1 s 0.8999999999999999 check diff 0.8999999999999999 1023 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.56 s 0.43999999999999995 check diff 0.43999999999999995 1023 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.1 s 0.8999999999999999 check diff 0.8999999999999999 1024 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.98 s 2.02 check diff 2.02 1024 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.23 s 2.77 check diff 2.77 1024 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.11 s 1.89 check diff 1.89 1024 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.29 s 2.71 check diff 2.71 1024 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.01 s 1.99 check diff 1.99 1024 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.29 s 2.71 check diff 2.71 1024 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.06 s 1.94 check diff 1.94 1024 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.38 s 2.62 check diff 2.62 1024 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.31 s 1.69 check diff 1.69 1024 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.39 s 2.61 check diff 2.61 1024 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.21 s 1.79 check diff 1.79 1024 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.32 s 2.68 check diff 2.68 1024 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 1024 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.43 s 2.57 check diff 2.57 1024 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.84 s 2.16 check diff 2.16 1024 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.49 s 2.51 check diff 2.51 1024 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.85 s 2.15 check diff 2.15 1024 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.5 s 2.5 check diff 2.5 1024 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 1024 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.46 s 2.54 check diff 2.54 1024 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 1024 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.46 s 2.54 check diff 2.54 1024 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 1024 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.46 s 2.54 check diff 2.54 1025 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.67 s 1.33 check diff 1.33 1025 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 1025 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.71 s 1.29 check diff 1.29 1025 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.18 s 1.82 check diff 1.82 1025 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.66 s 1.3399999999999999 check diff 1.3399999999999999 1025 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.2 s 1.8 check diff 1.8 1025 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.73 s 1.27 check diff 1.27 1025 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.2 s 1.8 check diff 1.8 1025 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.95 s 1.05 check diff 1.05 1025 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 1025 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.95 s 1.05 check diff 1.05 1025 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 1025 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.69 s 1.31 check diff 1.31 1025 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 1025 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 1025 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 1025 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 1025 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 1025 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 1025 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 1025 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 1025 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 1025 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.7 s 1.3 check diff 1.3 1025 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 1026 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.3 s 2.7 check diff 2.7 1026 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.06 s 3.94 check diff 3.94 1026 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.47 s 2.53 check diff 2.53 1026 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.86 s 4.14 check diff 4.14 1026 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.08 s 2.92 check diff 2.92 1026 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 1026 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.17 s 2.83 check diff 2.83 1026 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 1026 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.42 s 2.58 check diff 2.58 1026 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.04 s 3.96 check diff 3.96 1026 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.34 s 2.66 check diff 2.66 1026 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.15 s 3.85 check diff 3.85 1026 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.56 s 3.44 check diff 3.44 1026 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.11 s 3.8899999999999997 check diff 3.8899999999999997 1026 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.55 s 3.45 check diff 3.45 1026 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.13 s 3.87 check diff 3.87 1026 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.55 s 3.45 check diff 3.45 1026 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 1026 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.55 s 3.45 check diff 3.45 1026 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 1026 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.55 s 3.45 check diff 3.45 1026 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 1026 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.55 s 3.45 check diff 3.45 1026 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 1027 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.38 s 2.62 check diff 2.62 1027 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.8 s 4.2 check diff 4.2 1027 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.45 s 2.55 check diff 2.55 1027 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.84 s 4.16 check diff 4.16 1027 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.21 s 2.79 check diff 2.79 1027 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.1 s 3.9 check diff 3.9 1027 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.33 s 2.67 check diff 2.67 1027 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.88 s 4.12 check diff 4.12 1027 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.3 s 1.7000000000000002 check diff 1.7000000000000002 1027 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 1027 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 3.13 s 1.87 check diff 1.87 1027 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.08 s 3.92 check diff 3.92 1027 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.12 s 2.88 check diff 2.88 1027 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 1027 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.16 s 2.84 check diff 2.84 1027 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 1027 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.16 s 2.84 check diff 2.84 1027 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.99 s 4.01 check diff 4.01 1027 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.16 s 2.84 check diff 2.84 1027 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.99 s 4.01 check diff 4.01 1027 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.16 s 2.84 check diff 2.84 1027 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.99 s 4.01 check diff 4.01 1027 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.16 s 2.84 check diff 2.84 1027 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.99 s 4.01 check diff 4.01 1028 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.7 s 3.3 check diff 3.3 1028 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.25 s 2.75 check diff 2.75 1028 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.83 s 3.17 check diff 3.17 1028 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.36 s 2.64 check diff 2.64 1028 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.69 s 3.31 check diff 3.31 1028 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.56 s 2.44 check diff 2.44 1028 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.75 s 3.25 check diff 3.25 1028 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.56 s 2.44 check diff 2.44 1028 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.94 s 3.06 check diff 3.06 1028 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.56 s 2.44 check diff 2.44 1028 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.93 s 3.0700000000000003 check diff 3.0700000000000003 1028 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.56 s 2.44 check diff 2.44 1028 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.4 s 3.6 check diff 3.6 1028 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.57 s 2.43 check diff 2.43 1028 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.42 s 3.58 check diff 3.58 1028 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.57 s 2.43 check diff 2.43 1028 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.42 s 3.58 check diff 3.58 1028 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.56 s 2.44 check diff 2.44 1028 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.42 s 3.58 check diff 3.58 1028 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.56 s 2.44 check diff 2.44 1028 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.42 s 3.58 check diff 3.58 1028 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.56 s 2.44 check diff 2.44 1028 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.42 s 3.58 check diff 3.58 1028 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.56 s 2.44 check diff 2.44 1029 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.49 s 4.51 check diff 4.51 1029 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.53 s 4.47 check diff 4.47 1029 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.49 s 4.51 check diff 4.51 1029 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.51 s 4.49 check diff 4.49 1029 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.56 s 4.4399999999999995 check diff 4.4399999999999995 1029 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.56 s 4.4399999999999995 check diff 4.4399999999999995 1029 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.4 s 4.6 check diff 4.6 1029 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.41 s 4.59 check diff 4.59 1029 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.41 s 4.59 check diff 4.59 1029 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.41 s 4.59 check diff 4.59 1029 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.41 s 4.59 check diff 4.59 1029 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.41 s 4.59 check diff 4.59 1030 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.74 s 1.26 check diff 1.26 1030 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.69 s 2.31 check diff 2.31 1030 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.81 s 1.19 check diff 1.19 1030 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.02 s 1.98 check diff 1.98 1030 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.67 s 1.33 check diff 1.33 1030 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.1 s 1.9 check diff 1.9 1030 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.72 s 1.28 check diff 1.28 1030 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.17 s 1.83 check diff 1.83 1030 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.91 s 1.09 check diff 1.09 1030 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.17 s 1.83 check diff 1.83 1030 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.57 s 1.43 check diff 1.43 1030 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.96 s 2.04 check diff 2.04 1030 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.93 s 2.07 check diff 2.07 1030 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.82 s 2.18 check diff 2.18 1030 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.97 s 2.0300000000000002 check diff 2.0300000000000002 1030 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.75 s 2.25 check diff 2.25 1030 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 1030 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.67 s 2.33 check diff 2.33 1030 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 1030 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.67 s 2.33 check diff 2.33 1030 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 1030 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.67 s 2.33 check diff 2.33 1030 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 1030 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.67 s 2.33 check diff 2.33 1031 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.69 s 4.3100000000000005 check diff 4.3100000000000005 1031 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.75 s 4.25 check diff 4.25 1031 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.92 s 4.08 check diff 4.08 1031 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.92 s 4.08 check diff 4.08 1031 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 1031 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 1031 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.87 s 4.13 check diff 4.13 1031 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.87 s 4.13 check diff 4.13 1031 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 1031 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 1031 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 1031 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.85 s 4.15 check diff 4.15 1032 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.91 s 0.08999999999999997 check diff 0.08999999999999997 1032 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 1032 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.98 s 0.020000000000000018 check diff 0.020000000000000018 1032 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.0 s 0.0 check diff 0.0 1032 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.9 s 0.09999999999999998 check diff 0.09999999999999998 1032 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.08 s -0.08000000000000007 check diff 0 1032 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.05 s -0.050000000000000044 check diff 0 1032 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.94 s 0.06000000000000005 check diff 0.06000000000000005 1032 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.96 s -0.96 check diff 0 1032 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.12 s -0.1200000000000001 check diff 0 1032 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.95 s -0.95 check diff 0 1032 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.12 s -0.1200000000000001 check diff 0 1032 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.66 s -0.6599999999999999 check diff 0 1032 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.86 s 0.14 check diff 0.14 1032 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 1.65 s -0.6499999999999999 check diff 0 1032 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.6 s 0.4 check diff 0.4 1032 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 2.02 s -1.02 check diff 0 1032 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.66 s 0.33999999999999997 check diff 0.33999999999999997 1032 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 2.02 s -1.02 check diff 0 1032 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.66 s 0.33999999999999997 check diff 0.33999999999999997 1032 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 2.02 s -1.02 check diff 0 1032 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.66 s 0.33999999999999997 check diff 0.33999999999999997 1032 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 2.02 s -1.02 check diff 0 1032 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.66 s 0.33999999999999997 check diff 0.33999999999999997 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1034 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.99 s 4.01 check diff 4.01 1034 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.15 s 4.85 check diff 4.85 1034 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.06 s 3.94 check diff 3.94 1034 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.13 s 4.87 check diff 4.87 1034 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.98 s 4.02 check diff 4.02 1034 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.14 s 4.86 check diff 4.86 1034 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 1034 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.14 s 4.86 check diff 4.86 1034 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 1034 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.14 s 4.86 check diff 4.86 1034 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 1034 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.14 s 4.86 check diff 4.86 1034 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.75 s 4.25 check diff 4.25 1034 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.2 s 4.8 check diff 4.8 1034 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.76 s 4.24 check diff 4.24 1034 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.2 s 4.8 check diff 4.8 1034 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.76 s 4.24 check diff 4.24 1034 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 1034 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.76 s 4.24 check diff 4.24 1034 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 1034 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.76 s 4.24 check diff 4.24 1034 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 1034 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.76 s 4.24 check diff 4.24 1034 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.18 s 4.82 check diff 4.82 1035 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.43 s 0.5700000000000001 check diff 0.5700000000000001 1035 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.85 s 1.15 check diff 1.15 1035 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.54 s 0.45999999999999996 check diff 0.45999999999999996 1035 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.88 s 1.12 check diff 1.12 1035 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.42 s 0.5800000000000001 check diff 0.5800000000000001 1035 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.95 s 1.05 check diff 1.05 1035 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.47 s 0.53 check diff 0.53 1035 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.95 s 1.05 check diff 1.05 1035 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.63 s 0.3700000000000001 check diff 0.3700000000000001 1035 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.95 s 1.05 check diff 1.05 1035 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.63 s 0.3700000000000001 check diff 0.3700000000000001 1035 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.95 s 1.05 check diff 1.05 1035 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.17 s 0.8300000000000001 check diff 0.8300000000000001 1035 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 1035 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.2 s 0.8 check diff 0.8 1035 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 1035 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.51 s 0.49 check diff 0.49 1035 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.43 s 1.57 check diff 1.57 1035 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.79 s 1.21 check diff 1.21 1035 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.3 s 1.7 check diff 1.7 1035 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.79 s 1.21 check diff 1.21 1035 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.3 s 1.7 check diff 1.7 1035 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.79 s 1.21 check diff 1.21 1035 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.3 s 1.7 check diff 1.7 1036 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.27 s 2.73 check diff 2.73 1036 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.44 s 2.56 check diff 2.56 1036 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.25 s 2.75 check diff 2.75 1036 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.33 s 2.67 check diff 2.67 1036 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.58 s 2.42 check diff 2.42 1036 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.58 s 2.42 check diff 2.42 1036 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.86 s 3.1399999999999997 check diff 3.1399999999999997 1036 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.9 s 3.1 check diff 3.1 1036 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.9 s 3.1 check diff 3.1 1036 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.9 s 3.1 check diff 3.1 1036 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.9 s 3.1 check diff 3.1 1036 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.9 s 3.1 check diff 3.1 1037 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.28 s 0.72 check diff 0.72 1037 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.0 s 1.0 check diff 1.0 1037 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.45 s 0.55 check diff 0.55 1037 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.03 s 0.97 check diff 0.97 1037 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.34 s 0.6599999999999999 check diff 0.6599999999999999 1037 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.24 s 0.76 check diff 0.76 1037 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.39 s 0.6100000000000001 check diff 0.6100000000000001 1037 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.24 s 0.76 check diff 0.76 1037 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.21 s -0.20999999999999996 check diff 0 1037 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.26 s 0.74 check diff 0.74 1037 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.1 s -0.10000000000000009 check diff 0 1037 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.39 s 0.6100000000000001 check diff 0.6100000000000001 1037 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.51 s 0.49 check diff 0.49 1037 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 1037 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.54 s 0.45999999999999996 check diff 0.45999999999999996 1037 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.4 s 0.6000000000000001 check diff 0.6000000000000001 1037 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.54 s 0.45999999999999996 check diff 0.45999999999999996 1037 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.39 s 0.6100000000000001 check diff 0.6100000000000001 1037 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.54 s 0.45999999999999996 check diff 0.45999999999999996 1037 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.39 s 0.6100000000000001 check diff 0.6100000000000001 1037 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.54 s 0.45999999999999996 check diff 0.45999999999999996 1037 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.39 s 0.6100000000000001 check diff 0.6100000000000001 1037 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.54 s 0.45999999999999996 check diff 0.45999999999999996 1037 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.39 s 0.6100000000000001 check diff 0.6100000000000001 1038 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.21 s 1.79 check diff 1.79 1038 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.04 s 1.96 check diff 1.96 1038 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.3 s 1.7 check diff 1.7 1038 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.07 s 1.93 check diff 1.93 1038 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.19 s 1.81 check diff 1.81 1038 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.16 s 1.84 check diff 1.84 1038 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.27 s 1.73 check diff 1.73 1038 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.29 s 1.71 check diff 1.71 1038 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.41 s 1.59 check diff 1.59 1038 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.32 s 1.68 check diff 1.68 1038 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.33 s 1.67 check diff 1.67 1038 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.34 s 1.66 check diff 1.66 1038 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.94 s 2.06 check diff 2.06 1038 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.33 s 1.67 check diff 1.67 1038 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 1038 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.31 s 1.69 check diff 1.69 1038 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 1038 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.29 s 1.71 check diff 1.71 1038 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 1038 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.29 s 1.71 check diff 1.71 1038 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 1038 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.29 s 1.71 check diff 1.71 1038 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.95 s 2.05 check diff 2.05 1038 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.29 s 1.71 check diff 1.71 1039 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.59 s 2.41 check diff 2.41 1039 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 1039 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.63 s 2.37 check diff 2.37 1039 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.76 s 2.24 check diff 2.24 1039 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 1039 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.17 s 1.83 check diff 1.83 1039 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.6 s 2.4 check diff 2.4 1039 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.17 s 1.83 check diff 1.83 1039 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.67 s 2.33 check diff 2.33 1039 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.17 s 1.83 check diff 1.83 1039 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.67 s 2.33 check diff 2.33 1039 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.17 s 1.83 check diff 1.83 1039 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.48 s 2.52 check diff 2.52 1039 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.18 s 1.82 check diff 1.82 1039 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.49 s 2.51 check diff 2.51 1039 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.18 s 1.82 check diff 1.82 1039 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.49 s 2.51 check diff 2.51 1039 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.17 s 1.83 check diff 1.83 1039 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.49 s 2.51 check diff 2.51 1039 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.17 s 1.83 check diff 1.83 1039 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.49 s 2.51 check diff 2.51 1039 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.17 s 1.83 check diff 1.83 1039 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.49 s 2.51 check diff 2.51 1039 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.17 s 1.83 check diff 1.83 1040 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.65 s 0.35 check diff 0.35 1040 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.39 s 0.61 check diff 0.61 1040 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.7 s 0.30000000000000004 check diff 0.30000000000000004 1040 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.38 s 0.62 check diff 0.62 1040 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.64 s 0.36 check diff 0.36 1040 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.42 s 0.5800000000000001 check diff 0.5800000000000001 1040 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.63 s 0.37 check diff 0.37 1040 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.44 s 0.56 check diff 0.56 1040 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.95 s 0.050000000000000044 check diff 0.050000000000000044 1040 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.49 s 0.51 check diff 0.51 1040 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.81 s 0.18999999999999995 check diff 0.18999999999999995 1040 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.45 s 0.55 check diff 0.55 1040 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.61 s 0.39 check diff 0.39 1040 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.44 s 0.56 check diff 0.56 1040 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.61 s 0.39 check diff 0.39 1040 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.65 s 0.35 check diff 0.35 1040 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.45 s 0.55 check diff 0.55 1040 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.58 s 0.42000000000000004 check diff 0.42000000000000004 1040 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.56 s 0.43999999999999995 check diff 0.43999999999999995 1040 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.82 s 0.18000000000000005 check diff 0.18000000000000005 1040 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.56 s 0.43999999999999995 check diff 0.43999999999999995 1040 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.82 s 0.18000000000000005 check diff 0.18000000000000005 1040 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.56 s 0.43999999999999995 check diff 0.43999999999999995 1040 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.82 s 0.18000000000000005 check diff 0.18000000000000005 1041 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.75 s 4.25 check diff 4.25 1041 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.79 s 4.21 check diff 4.21 1041 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.8 s 4.2 check diff 4.2 1041 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.81 s 4.1899999999999995 check diff 4.1899999999999995 1041 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.74 s 4.26 check diff 4.26 1041 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.88 s 4.12 check diff 4.12 1041 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.76 s 4.24 check diff 4.24 1041 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.88 s 4.12 check diff 4.12 1041 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.9 s 4.1 check diff 4.1 1041 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 1041 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.94 s 4.0600000000000005 check diff 4.0600000000000005 1041 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.08 s 3.92 check diff 3.92 1041 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.63 s 4.37 check diff 4.37 1041 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.1 s 3.9 check diff 3.9 1041 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.58 s 4.42 check diff 4.42 1041 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.2 s 3.8 check diff 3.8 1041 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.58 s 4.42 check diff 4.42 1041 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 1041 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.58 s 4.42 check diff 4.42 1041 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 1041 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.58 s 4.42 check diff 4.42 1041 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 1041 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.58 s 4.42 check diff 4.42 1041 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.01 s 3.99 check diff 3.99 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1043 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.12 s 2.88 check diff 2.88 1043 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.69 s 4.3100000000000005 check diff 4.3100000000000005 1043 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.12 s 2.88 check diff 2.88 1043 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.79 s 4.21 check diff 4.21 1043 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.86 s 3.1399999999999997 check diff 3.1399999999999997 1043 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.73 s 4.27 check diff 4.27 1043 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.88 s 3.12 check diff 3.12 1043 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.72 s 4.28 check diff 4.28 1043 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.47 s 2.53 check diff 2.53 1043 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.76 s 4.24 check diff 4.24 1043 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.53 s 2.47 check diff 2.47 1043 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.77 s 4.23 check diff 4.23 1043 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.66 s 3.34 check diff 3.34 1043 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.92 s 4.08 check diff 4.08 1043 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.65 s 3.35 check diff 3.35 1043 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.93 s 4.07 check diff 4.07 1043 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 1043 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.95 s 4.05 check diff 4.05 1043 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 1043 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.95 s 4.05 check diff 4.05 1043 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 1043 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.95 s 4.05 check diff 4.05 1043 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 1043 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.95 s 4.05 check diff 4.05 1044 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.38 s 2.62 check diff 2.62 1044 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.1 s 3.9 check diff 3.9 1044 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.56 s 2.44 check diff 2.44 1044 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 1044 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.35 s 2.65 check diff 2.65 1044 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.18 s 3.8200000000000003 check diff 3.8200000000000003 1044 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.44 s 2.56 check diff 2.56 1044 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.18 s 3.8200000000000003 check diff 3.8200000000000003 1044 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.7 s 2.3 check diff 2.3 1044 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.36 s 3.6399999999999997 check diff 3.6399999999999997 1044 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.7 s 2.3 check diff 2.3 1044 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 1044 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.91 s 3.09 check diff 3.09 1044 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 1044 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.95 s 3.05 check diff 3.05 1044 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.22 s 3.7800000000000002 check diff 3.7800000000000002 1044 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.95 s 3.05 check diff 3.05 1044 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.2 s 3.8 check diff 3.8 1044 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.95 s 3.05 check diff 3.05 1044 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.2 s 3.8 check diff 3.8 1044 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.95 s 3.05 check diff 3.05 1044 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.2 s 3.8 check diff 3.8 1044 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.95 s 3.05 check diff 3.05 1044 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.2 s 3.8 check diff 3.8 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1047 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.88 s 1.12 check diff 1.12 1047 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.66 s 2.34 check diff 2.34 1047 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.93 s 1.07 check diff 1.07 1047 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.56 s 2.44 check diff 2.44 1047 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.89 s 1.11 check diff 1.11 1047 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.6 s 2.4 check diff 2.4 1047 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.76 s 1.24 check diff 1.24 1047 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.58 s 2.42 check diff 2.42 1047 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.1 s 0.8999999999999999 check diff 0.8999999999999999 1047 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.61 s 2.39 check diff 2.39 1047 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.34 s 0.6600000000000001 check diff 0.6600000000000001 1047 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.63 s 2.37 check diff 2.37 1047 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.85 s 1.15 check diff 1.15 1047 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.67 s 2.33 check diff 2.33 1047 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.85 s 1.15 check diff 1.15 1047 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 1047 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.78 s 1.22 check diff 1.22 1047 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 1047 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.78 s 1.22 check diff 1.22 1047 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 1047 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.78 s 1.22 check diff 1.22 1047 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 1047 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.78 s 1.22 check diff 1.22 1047 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 1048 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.0 s 2.0 check diff 2.0 1048 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.13 s 1.87 check diff 1.87 1048 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 -0.0 s 2.0 check diff 2.0 1048 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.11 s 1.89 check diff 1.89 1048 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.0 s 2.0 check diff 2.0 1048 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.12 s 1.88 check diff 1.88 1048 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.0 s 2.0 check diff 2.0 1048 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.12 s 1.88 check diff 1.88 1048 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.0 s 2.0 check diff 2.0 1048 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.12 s 1.88 check diff 1.88 1048 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.0 s 2.0 check diff 2.0 1048 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.12 s 1.88 check diff 1.88 1048 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 -0.0 s 2.0 check diff 2.0 1048 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.14 s 1.8599999999999999 check diff 1.8599999999999999 1048 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.0 s 2.0 check diff 2.0 1048 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.14 s 1.8599999999999999 check diff 1.8599999999999999 1048 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.0 s 2.0 check diff 2.0 1048 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.12 s 1.88 check diff 1.88 1048 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.0 s 2.0 check diff 2.0 1048 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.12 s 1.88 check diff 1.88 1048 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.0 s 2.0 check diff 2.0 1048 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.12 s 1.88 check diff 1.88 1048 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.0 s 2.0 check diff 2.0 1048 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.12 s 1.88 check diff 1.88 1049 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.86 s 3.1399999999999997 check diff 3.1399999999999997 1049 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.81 s 4.1899999999999995 check diff 4.1899999999999995 1049 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.0 s 3.0 check diff 3.0 1049 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.83 s 4.17 check diff 4.17 1049 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.82 s 3.1799999999999997 check diff 3.1799999999999997 1049 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.94 s 4.0600000000000005 check diff 4.0600000000000005 1049 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.98 s 3.02 check diff 3.02 1049 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.02 s 3.98 check diff 3.98 1049 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.38 s 2.62 check diff 2.62 1049 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.1 s 3.9 check diff 3.9 1049 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.32 s 2.68 check diff 2.68 1049 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.12 s 3.88 check diff 3.88 1049 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.69 s 3.31 check diff 3.31 1049 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.15 s 3.85 check diff 3.85 1049 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.51 s 3.49 check diff 3.49 1049 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.98 s 4.02 check diff 4.02 1049 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.51 s 3.49 check diff 3.49 1049 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.94 s 4.0600000000000005 check diff 4.0600000000000005 1049 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.51 s 3.49 check diff 3.49 1049 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.94 s 4.0600000000000005 check diff 4.0600000000000005 1049 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.51 s 3.49 check diff 3.49 1049 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.94 s 4.0600000000000005 check diff 4.0600000000000005 1049 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.51 s 3.49 check diff 3.49 1049 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.94 s 4.0600000000000005 check diff 4.0600000000000005 1050 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.08 s 0.9199999999999999 check diff 0.9199999999999999 1050 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.29 s 1.71 check diff 1.71 1050 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.16 s 0.8400000000000001 check diff 0.8400000000000001 1050 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.28 s 1.72 check diff 1.72 1050 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.07 s 0.9299999999999999 check diff 0.9299999999999999 1050 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.3 s 1.7 check diff 1.7 1050 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.11 s 0.8899999999999999 check diff 0.8899999999999999 1050 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.3 s 1.7 check diff 1.7 1050 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.23 s 0.77 check diff 0.77 1050 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.3 s 1.7 check diff 1.7 1050 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.12 s 0.8799999999999999 check diff 0.8799999999999999 1050 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.2 s 1.8 check diff 1.8 1050 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.83 s 1.17 check diff 1.17 1050 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 1050 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.67 s 1.33 check diff 1.33 1050 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.22 s 1.78 check diff 1.78 1050 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.71 s 1.29 check diff 1.29 1050 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 1050 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.71 s 1.29 check diff 1.29 1050 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 1050 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.71 s 1.29 check diff 1.29 1050 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 1050 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.71 s 1.29 check diff 1.29 1050 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1052 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.85 s 1.15 check diff 1.15 1052 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.16 s 2.84 check diff 2.84 1052 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.99 s 1.01 check diff 1.01 1052 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.14 s 2.86 check diff 2.86 1052 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.83 s 1.17 check diff 1.17 1052 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.15 s 2.85 check diff 2.85 1052 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.9 s 1.1 check diff 1.1 1052 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.15 s 2.85 check diff 2.85 1052 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 2.11 s 0.8900000000000001 check diff 0.8900000000000001 1052 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.15 s 2.85 check diff 2.85 1052 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.44 s 0.56 check diff 0.56 1052 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.1 s 2.9 check diff 2.9 1052 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.81 s 1.19 check diff 1.19 1052 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.15 s 2.85 check diff 2.85 1052 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.75 s 1.25 check diff 1.25 1052 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.15 s 2.85 check diff 2.85 1052 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.76 s 1.24 check diff 1.24 1052 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.13 s 2.87 check diff 2.87 1052 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.87 s 1.13 check diff 1.13 1052 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.13 s 2.87 check diff 2.87 1052 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.87 s 1.13 check diff 1.13 1052 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.13 s 2.87 check diff 2.87 1052 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.87 s 1.13 check diff 1.13 1052 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.13 s 2.87 check diff 2.87 1053 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 2.32 s 0.6800000000000002 check diff 0.6800000000000002 1053 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.16 s 2.84 check diff 2.84 1053 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 2.34 s 0.6600000000000001 check diff 0.6600000000000001 1053 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.25 s 2.75 check diff 2.75 1053 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 2.15 s 0.8500000000000001 check diff 0.8500000000000001 1053 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.27 s 2.73 check diff 2.73 1053 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 2.78 s 0.2200000000000002 check diff 0.2200000000000002 1053 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.23 s 2.77 check diff 2.77 1053 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 3.08 s -0.08000000000000007 check diff 0 1053 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.23 s 2.77 check diff 2.77 1053 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 2.4 s 0.6000000000000001 check diff 0.6000000000000001 1053 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.28 s 2.7199999999999998 check diff 2.7199999999999998 1053 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.77 s 1.23 check diff 1.23 1053 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.31 s 2.69 check diff 2.69 1053 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.99 s 1.01 check diff 1.01 1053 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.31 s 2.69 check diff 2.69 1053 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.99 s 1.01 check diff 1.01 1053 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.29 s 2.71 check diff 2.71 1053 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 2.0 s 1.0 check diff 1.0 1053 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.29 s 2.71 check diff 2.71 1053 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 2.0 s 1.0 check diff 1.0 1053 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.29 s 2.71 check diff 2.71 1053 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 2.0 s 1.0 check diff 1.0 1053 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.29 s 2.71 check diff 2.71 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1056 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 3.02 s -1.02 check diff 0 1056 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.61 s 0.3899999999999999 check diff 0.3899999999999999 1056 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 3.18 s -1.1800000000000002 check diff 0 1056 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.62 s 0.3799999999999999 check diff 0.3799999999999999 1056 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 2.9 s -0.8999999999999999 check diff 0 1056 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.65 s 0.3500000000000001 check diff 0.3500000000000001 1056 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 3.0 s -1.0 check diff 0 1056 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.65 s 0.3500000000000001 check diff 0.3500000000000001 1056 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 3.23 s -1.23 check diff 0 1056 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.56 s 0.43999999999999995 check diff 0.43999999999999995 1056 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 3.26 s -1.2599999999999998 check diff 0 1056 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.15 s 0.8500000000000001 check diff 0.8500000000000001 1056 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 3.05 s -1.0499999999999998 check diff 0 1056 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.11 s 0.8899999999999999 check diff 0.8899999999999999 1056 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 3.1 s -1.1 check diff 0 1056 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.11 s 0.8899999999999999 check diff 0.8899999999999999 1056 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 3.1 s -1.1 check diff 0 1056 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.1 s 0.8999999999999999 check diff 0.8999999999999999 1056 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 3.1 s -1.1 check diff 0 1056 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.1 s 0.8999999999999999 check diff 0.8999999999999999 1056 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 3.1 s -1.1 check diff 0 1056 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.1 s 0.8999999999999999 check diff 0.8999999999999999 1056 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 3.1 s -1.1 check diff 0 1056 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.1 s 0.8999999999999999 check diff 0.8999999999999999 1057 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.92 s 2.08 check diff 2.08 1057 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.63 s 3.37 check diff 3.37 1057 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 3.09 s 1.9100000000000001 check diff 1.9100000000000001 1057 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.62 s 3.38 check diff 3.38 1057 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.77 s 2.23 check diff 2.23 1057 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 1057 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.88 s 2.12 check diff 2.12 1057 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.76 s 3.24 check diff 3.24 1057 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.34 s 1.6600000000000001 check diff 1.6600000000000001 1057 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.98 s 3.02 check diff 3.02 1057 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 3.11 s 1.8900000000000001 check diff 1.8900000000000001 1057 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.97 s 3.0300000000000002 check diff 3.0300000000000002 1057 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.18 s 2.82 check diff 2.82 1057 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.95 s 3.05 check diff 3.05 1057 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.13 s 2.87 check diff 2.87 1057 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.0 s 3.0 check diff 3.0 1057 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.08 s 2.92 check diff 2.92 1057 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.01 s 2.99 check diff 2.99 1057 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.08 s 2.92 check diff 2.92 1057 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.01 s 2.99 check diff 2.99 1057 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.08 s 2.92 check diff 2.92 1057 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.01 s 2.99 check diff 2.99 1057 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.08 s 2.92 check diff 2.92 1057 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.01 s 2.99 check diff 2.99 1058 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.26 s 2.74 check diff 2.74 1058 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.21 s 3.79 check diff 3.79 1058 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.3 s 2.7 check diff 2.7 1058 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.23 s 3.77 check diff 3.77 1058 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.04 s 2.96 check diff 2.96 1058 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.19 s 3.81 check diff 3.81 1058 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.63 s 2.37 check diff 2.37 1058 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.17 s 3.83 check diff 3.83 1058 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.75 s 2.25 check diff 2.25 1058 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 1058 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.67 s 2.33 check diff 2.33 1058 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.25 s 3.75 check diff 3.75 1058 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.88 s 3.12 check diff 3.12 1058 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.32 s 3.6799999999999997 check diff 3.6799999999999997 1058 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.9 s 3.1 check diff 3.1 1058 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.35 s 3.65 check diff 3.65 1058 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.9 s 3.1 check diff 3.1 1058 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 1058 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.9 s 3.1 check diff 3.1 1058 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 1058 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.9 s 3.1 check diff 3.1 1058 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 1058 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.9 s 3.1 check diff 3.1 1058 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 1059 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 2.0 s 0.0 check diff 0.0 1059 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.94 s 1.06 check diff 1.06 1059 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 2.15 s -0.1499999999999999 check diff 0 1059 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.97 s 1.03 check diff 1.03 1059 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.98 s 0.020000000000000018 check diff 0.020000000000000018 1059 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.02 s 0.98 check diff 0.98 1059 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 2.23 s -0.22999999999999998 check diff 0 1059 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.14 s 0.8600000000000001 check diff 0.8600000000000001 1059 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.47 s -0.4700000000000002 check diff 0 1059 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.24 s 0.76 check diff 0.76 1059 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.91 s -0.9100000000000001 check diff 0 1059 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.24 s 0.76 check diff 0.76 1059 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 2.1 s -0.10000000000000009 check diff 0 1059 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.26 s 0.74 check diff 0.74 1059 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 2.14 s -0.14000000000000012 check diff 0 1059 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.26 s 0.74 check diff 0.74 1059 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 2.14 s -0.14000000000000012 check diff 0 1059 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.24 s 0.76 check diff 0.76 1059 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 2.14 s -0.14000000000000012 check diff 0 1059 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.24 s 0.76 check diff 0.76 1059 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 2.14 s -0.14000000000000012 check diff 0 1059 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.24 s 0.76 check diff 0.76 1059 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 2.14 s -0.14000000000000012 check diff 0 1059 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.24 s 0.76 check diff 0.76 1060 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.19 s 0.81 check diff 0.81 1060 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.13 s 0.87 check diff 0.87 1060 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.18 s 0.8200000000000001 check diff 0.8200000000000001 1060 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.43 s 0.5700000000000001 check diff 0.5700000000000001 1060 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.43 s 0.5700000000000001 check diff 0.5700000000000001 1060 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.34 s 0.6599999999999999 check diff 0.6599999999999999 1060 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.28 s 0.72 check diff 0.72 1060 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.41 s 0.5900000000000001 check diff 0.5900000000000001 1060 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.4 s 0.6 check diff 0.6 1060 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.4 s 0.6 check diff 0.6 1060 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.4 s 0.6 check diff 0.6 1060 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.4 s 0.6 check diff 0.6 1061 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.6 s 0.4 check diff 0.4 1061 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.88 s 0.12 check diff 0.12 1061 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.49 s 0.51 check diff 0.51 1061 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.7 s 0.30000000000000004 check diff 0.30000000000000004 1061 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.72 s 0.28 check diff 0.28 1061 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.03 s -0.030000000000000027 check diff 0 1061 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.78 s 0.21999999999999997 check diff 0.21999999999999997 1061 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.27 s -0.27 check diff 0 1061 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.8 s 0.19999999999999996 check diff 0.19999999999999996 1061 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.37 s -0.3700000000000001 check diff 0 1061 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.59 s 0.41000000000000003 check diff 0.41000000000000003 1061 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.31 s -0.31000000000000005 check diff 0 1061 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.54 s 0.45999999999999996 check diff 0.45999999999999996 1061 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.72 s 0.28 check diff 0.28 1061 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.55 s 0.44999999999999996 check diff 0.44999999999999996 1061 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.72 s 0.28 check diff 0.28 1061 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.55 s 0.44999999999999996 check diff 0.44999999999999996 1061 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.71 s 0.29000000000000004 check diff 0.29000000000000004 1061 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.55 s 0.44999999999999996 check diff 0.44999999999999996 1061 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.71 s 0.29000000000000004 check diff 0.29000000000000004 1061 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.55 s 0.44999999999999996 check diff 0.44999999999999996 1061 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.71 s 0.29000000000000004 check diff 0.29000000000000004 1061 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.55 s 0.44999999999999996 check diff 0.44999999999999996 1061 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.71 s 0.29000000000000004 check diff 0.29000000000000004 1062 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.49 s 2.51 check diff 2.51 1062 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.74 s 2.26 check diff 2.26 1062 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.53 s 2.4699999999999998 check diff 2.4699999999999998 1062 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.87 s 2.13 check diff 2.13 1062 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.48 s 2.52 check diff 2.52 1062 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 1062 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.5 s 2.5 check diff 2.5 1062 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 1062 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.7 s 2.3 check diff 2.3 1062 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.71 s 2.29 check diff 2.29 1062 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.25 s 1.75 check diff 1.75 1062 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.52 s 2.48 check diff 2.48 1062 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.93 s 2.07 check diff 2.07 1062 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.69 s 2.31 check diff 2.31 1062 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.21 s 1.79 check diff 1.79 1062 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.63 s 2.37 check diff 2.37 1062 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.14 s 1.86 check diff 1.86 1062 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.59 s 2.41 check diff 2.41 1062 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.14 s 1.86 check diff 1.86 1062 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.59 s 2.41 check diff 2.41 1062 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.14 s 1.86 check diff 1.86 1062 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.59 s 2.41 check diff 2.41 1062 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.14 s 1.86 check diff 1.86 1062 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.59 s 2.41 check diff 2.41 1063 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.73 s 1.27 check diff 1.27 1063 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.82 s 1.1800000000000002 check diff 1.1800000000000002 1063 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.78 s 1.22 check diff 1.22 1063 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.84 s 1.1600000000000001 check diff 1.1600000000000001 1063 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.72 s 1.28 check diff 1.28 1063 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.91 s 1.0899999999999999 check diff 1.0899999999999999 1063 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.74 s 1.26 check diff 1.26 1063 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.91 s 1.0899999999999999 check diff 1.0899999999999999 1063 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.83 s 1.17 check diff 1.17 1063 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.91 s 1.0899999999999999 check diff 1.0899999999999999 1063 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.82 s 1.1800000000000002 check diff 1.1800000000000002 1063 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.08 s 0.9199999999999999 check diff 0.9199999999999999 1063 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.59 s 1.4100000000000001 check diff 1.4100000000000001 1063 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.91 s 0.09000000000000008 check diff 0.09000000000000008 1063 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.2 s 0.8 check diff 0.8 1063 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.91 s 1.0899999999999999 check diff 1.0899999999999999 1063 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.73 s 0.27 check diff 0.27 1063 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.15 s 1.85 check diff 1.85 1063 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 2.21 s -0.20999999999999996 check diff 0 1063 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 1063 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 2.21 s -0.20999999999999996 check diff 0 1063 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 1063 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 2.21 s -0.20999999999999996 check diff 0 1063 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 1064 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 1.37 s -0.3700000000000001 check diff 0 1064 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.69 s 0.31000000000000005 check diff 0.31000000000000005 1064 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 1.48 s -0.48 check diff 0 1064 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.7 s 0.30000000000000004 check diff 0.30000000000000004 1064 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 1.36 s -0.3600000000000001 check diff 0 1064 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.76 s 0.24 check diff 0.24 1064 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 1.41 s -0.4099999999999999 check diff 0 1064 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.65 s 0.35 check diff 0.35 1064 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 1.87 s -0.8700000000000001 check diff 0 1064 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.54 s 0.45999999999999996 check diff 0.45999999999999996 1064 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 1.42 s -0.41999999999999993 check diff 0 1064 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.7 s 0.30000000000000004 check diff 0.30000000000000004 1064 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 1.19 s -0.18999999999999995 check diff 0 1064 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.69 s 0.31000000000000005 check diff 0.31000000000000005 1064 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.58 s 0.42000000000000004 check diff 0.42000000000000004 1064 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.84 s 0.16000000000000003 check diff 0.16000000000000003 1064 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.61 s 0.39 check diff 0.39 1064 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.96 s 0.040000000000000036 check diff 0.040000000000000036 1064 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.76 s 0.24 check diff 0.24 1064 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 1.03 s -0.030000000000000027 check diff 0 1064 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.76 s 0.24 check diff 0.24 1064 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 1.03 s -0.030000000000000027 check diff 0 1064 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.76 s 0.24 check diff 0.24 1064 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 1.03 s -0.030000000000000027 check diff 0 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1066 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.74 s 4.26 check diff 4.26 1066 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.8 s 4.2 check diff 4.2 1066 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.73 s 4.27 check diff 4.27 1066 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 1066 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.1 s 2.9 check diff 2.9 1066 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.09 s 2.91 check diff 2.91 1066 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.51 s 3.49 check diff 3.49 1066 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.54 s 3.46 check diff 3.46 1066 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.54 s 3.46 check diff 3.46 1066 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.54 s 3.46 check diff 3.46 1066 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.54 s 3.46 check diff 3.46 1066 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.54 s 3.46 check diff 3.46 1067 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 3.13 s -0.1299999999999999 check diff 0 1067 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.4 s 1.6 check diff 1.6 1067 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 3.74 s -0.7400000000000002 check diff 0 1067 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.47 s 1.53 check diff 1.53 1067 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 3.44 s -0.43999999999999995 check diff 0 1067 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.62 s 1.38 check diff 1.38 1067 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 3.56 s -0.56 check diff 0 1067 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.59 s 1.41 check diff 1.41 1067 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 3.95 s -0.9500000000000002 check diff 0 1067 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.8 s 1.2 check diff 1.2 1067 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 3.95 s -0.9500000000000002 check diff 0 1067 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.8 s 1.2 check diff 1.2 1067 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 2.85 s 0.1499999999999999 check diff 0.1499999999999999 1067 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.81 s 1.19 check diff 1.19 1067 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 2.9 s 0.10000000000000009 check diff 0.10000000000000009 1067 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.81 s 1.19 check diff 1.19 1067 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 2.9 s 0.10000000000000009 check diff 0.10000000000000009 1067 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.8 s 1.2 check diff 1.2 1067 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 2.9 s 0.10000000000000009 check diff 0.10000000000000009 1067 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.65 s 1.35 check diff 1.35 1067 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 2.9 s 0.10000000000000009 check diff 0.10000000000000009 1067 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.65 s 1.35 check diff 1.35 1067 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 2.9 s 0.10000000000000009 check diff 0.10000000000000009 1067 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.65 s 1.35 check diff 1.35 1068 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.8 s 2.2 check diff 2.2 1068 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.82 s 2.18 check diff 2.18 1068 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.89 s 2.11 check diff 2.11 1068 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.89 s 2.11 check diff 2.11 1068 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.89 s 2.11 check diff 2.11 1068 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.89 s 2.11 check diff 2.11 1068 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.9 s 2.1 check diff 2.1 1068 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.9 s 2.1 check diff 2.1 1068 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.89 s 2.11 check diff 2.11 1068 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.89 s 2.11 check diff 2.11 1068 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.89 s 2.11 check diff 2.11 1068 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.89 s 2.11 check diff 2.11 1069 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.21 s 2.79 check diff 2.79 1069 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.19 s 2.81 check diff 2.81 1069 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.2 s 2.8 check diff 2.8 1069 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 0.2 s 2.8 check diff 2.8 1069 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 0.2 s 2.8 check diff 2.8 1069 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 0.2 s 2.8 check diff 2.8 1069 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 1069 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 0.22 s 2.78 check diff 2.78 1069 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 0.2 s 2.8 check diff 2.8 1069 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 0.2 s 2.8 check diff 2.8 1069 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 0.2 s 2.8 check diff 2.8 1069 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 0.2 s 2.8 check diff 2.8 1070 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.52 s 3.48 check diff 3.48 1070 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.63 s 4.37 check diff 4.37 1070 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.64 s 3.3600000000000003 check diff 3.3600000000000003 1070 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.64 s 4.36 check diff 4.36 1070 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.51 s 3.49 check diff 3.49 1070 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.69 s 4.3100000000000005 check diff 4.3100000000000005 1070 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.56 s 3.44 check diff 3.44 1070 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.69 s 4.3100000000000005 check diff 4.3100000000000005 1070 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.73 s 3.27 check diff 3.27 1070 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.69 s 4.3100000000000005 check diff 4.3100000000000005 1070 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.73 s 3.27 check diff 3.27 1070 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.69 s 4.3100000000000005 check diff 4.3100000000000005 1070 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.25 s 3.75 check diff 3.75 1070 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.71 s 4.29 check diff 4.29 1070 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 1070 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.71 s 4.29 check diff 4.29 1070 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 1070 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.69 s 4.3100000000000005 check diff 4.3100000000000005 1070 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 1070 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.69 s 4.3100000000000005 check diff 4.3100000000000005 1070 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 1070 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.69 s 4.3100000000000005 check diff 4.3100000000000005 1070 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.27 s 3.73 check diff 3.73 1070 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.69 s 4.3100000000000005 check diff 4.3100000000000005 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1072 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.81 s 0.18999999999999995 check diff 0.18999999999999995 1072 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.29 s 0.71 check diff 0.71 1072 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.87 s 0.13 check diff 0.13 1072 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.27 s 0.73 check diff 0.73 1072 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.8 s 0.19999999999999996 check diff 0.19999999999999996 1072 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.3 s 0.7 check diff 0.7 1072 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.83 s 0.17000000000000004 check diff 0.17000000000000004 1072 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.3 s 0.7 check diff 0.7 1072 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.92 s 0.07999999999999996 check diff 0.07999999999999996 1072 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.3 s 0.7 check diff 0.7 1072 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.62 s 0.38 check diff 0.38 1072 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.17 s 0.83 check diff 0.83 1072 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.56 s 0.43999999999999995 check diff 0.43999999999999995 1072 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.2 s 0.8 check diff 0.8 1072 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.6 s 0.4 check diff 0.4 1072 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.26 s 0.74 check diff 0.74 1072 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.55 s 0.44999999999999996 check diff 0.44999999999999996 1072 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.23 s 0.77 check diff 0.77 1072 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.55 s 0.44999999999999996 check diff 0.44999999999999996 1072 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.23 s 0.77 check diff 0.77 1072 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.55 s 0.44999999999999996 check diff 0.44999999999999996 1072 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.23 s 0.77 check diff 0.77 1072 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.55 s 0.44999999999999996 check diff 0.44999999999999996 1072 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.23 s 0.77 check diff 0.77 1073 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 2.01 s -0.009999999999999787 check diff 0 1073 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 1.62 s 0.3799999999999999 check diff 0.3799999999999999 1073 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 2.16 s -0.16000000000000014 check diff 0 1073 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 1.8 s 0.19999999999999996 check diff 0.19999999999999996 1073 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.99 s 0.010000000000000009 check diff 0.010000000000000009 1073 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.9 s 0.10000000000000009 check diff 0.10000000000000009 1073 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 2.06 s -0.06000000000000005 check diff 0 1073 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 2.09 s -0.08999999999999986 check diff 0 1073 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.29 s -0.29000000000000004 check diff 0 1073 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 2.46 s -0.45999999999999996 check diff 0 1073 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.29 s -0.29000000000000004 check diff 0 1073 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.19 s -0.18999999999999995 check diff 0 1073 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.65 s 0.3500000000000001 check diff 0.3500000000000001 1073 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 2.2 s -0.20000000000000018 check diff 0 1073 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.85 s 0.1499999999999999 check diff 0.1499999999999999 1073 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 2.25 s -0.25 check diff 0 1073 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.8 s 0.19999999999999996 check diff 0.19999999999999996 1073 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 2.2 s -0.20000000000000018 check diff 0 1073 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.8 s 0.19999999999999996 check diff 0.19999999999999996 1073 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 2.2 s -0.20000000000000018 check diff 0 1073 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.8 s 0.19999999999999996 check diff 0.19999999999999996 1073 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 2.2 s -0.20000000000000018 check diff 0 1073 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.8 s 0.19999999999999996 check diff 0.19999999999999996 1073 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 2.2 s -0.20000000000000018 check diff 0 1074 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.71 s 4.29 check diff 4.29 1074 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.77 s 4.23 check diff 4.23 1074 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.71 s 4.29 check diff 4.29 1074 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.73 s 4.27 check diff 4.27 1074 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.81 s 4.1899999999999995 check diff 4.1899999999999995 1074 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.81 s 4.1899999999999995 check diff 4.1899999999999995 1074 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 0.58 s 4.42 check diff 4.42 1074 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 0.62 s 4.38 check diff 4.38 1074 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 0.62 s 4.38 check diff 4.38 1074 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 0.62 s 4.38 check diff 4.38 1074 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 0.62 s 4.38 check diff 4.38 1074 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 0.62 s 4.38 check diff 4.38 1075 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.74 s 2.26 check diff 2.26 1075 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.03 s 3.9699999999999998 check diff 3.9699999999999998 1075 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.82 s 2.18 check diff 2.18 1075 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.96 s 4.04 check diff 4.04 1075 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.67 s 2.33 check diff 2.33 1075 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 0.87 s 4.13 check diff 4.13 1075 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.86 s 2.14 check diff 2.14 1075 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 0.77 s 4.23 check diff 4.23 1075 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 3.44 s 1.56 check diff 1.56 1075 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 0.72 s 4.28 check diff 4.28 1075 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 3.81 s 1.19 check diff 1.19 1075 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 0.95 s 4.05 check diff 4.05 1075 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 2.28 s 2.72 check diff 2.72 1075 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.29 s 3.71 check diff 3.71 1075 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 2.21 s 2.79 check diff 2.79 1075 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 1075 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 2.21 s 2.79 check diff 2.79 1075 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 1075 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 2.21 s 2.79 check diff 2.79 1075 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 1075 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 2.21 s 2.79 check diff 2.79 1075 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 1075 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 2.21 s 2.79 check diff 2.79 1075 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 1076 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 2.1 s 2.9 check diff 2.9 1076 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.17 s 3.83 check diff 3.83 1076 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 2.38 s 2.62 check diff 2.62 1076 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.32 s 3.6799999999999997 check diff 3.6799999999999997 1076 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 2.19 s 2.81 check diff 2.81 1076 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.24 s 3.76 check diff 3.76 1076 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 2.31 s 2.69 check diff 2.69 1076 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.24 s 3.76 check diff 3.76 1076 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 2.58 s 2.42 check diff 2.42 1076 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.18 s 3.8200000000000003 check diff 3.8200000000000003 1076 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 2.51 s 2.49 check diff 2.49 1076 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.4 s 3.6 check diff 3.6 1076 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.76 s 3.24 check diff 3.24 1076 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 1076 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.69 s 3.31 check diff 3.31 1076 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.39 s 3.6100000000000003 check diff 3.6100000000000003 1076 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.69 s 3.31 check diff 3.31 1076 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 1076 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.69 s 3.31 check diff 3.31 1076 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 1076 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.69 s 3.31 check diff 3.31 1076 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 1076 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.69 s 3.31 check diff 3.31 1076 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.37 s 3.63 check diff 3.63 1077 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 1.05 s 3.95 check diff 3.95 1077 5.0 Name: 2005, dtype: float64 check2 0 check3 score rev 5.0 check4 0.5 s 4.5 check diff 4.5 1077 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 1.22 s 3.7800000000000002 check diff 3.7800000000000002 1077 5.0 Name: 2006, dtype: float64 check2 0 check3 score rev 5.0 check4 0.54 s 4.46 check diff 4.46 1077 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.61 s 3.3899999999999997 check diff 3.3899999999999997 1077 5.0 Name: 2007, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 1077 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.67 s 3.33 check diff 3.33 1077 5.0 Name: 2008, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 1077 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.85 s 3.15 check diff 3.15 1077 5.0 Name: 2009, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 1077 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.85 s 3.15 check diff 3.15 1077 5.0 Name: 2010, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 1077 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.34 s 3.66 check diff 3.66 1077 5.0 Name: 2011, dtype: float64 check2 0 check3 score rev 5.0 check4 1.18 s 3.8200000000000003 check diff 3.8200000000000003 1077 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.36 s 3.6399999999999997 check diff 3.6399999999999997 1077 5.0 Name: 2012, dtype: float64 check2 0 check3 score rev 5.0 check4 1.18 s 3.8200000000000003 check diff 3.8200000000000003 1077 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.36 s 3.6399999999999997 check diff 3.6399999999999997 1077 5.0 Name: 2013, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 1077 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.36 s 3.6399999999999997 check diff 3.6399999999999997 1077 5.0 Name: 2014, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 1077 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.36 s 3.6399999999999997 check diff 3.6399999999999997 1077 5.0 Name: 2015, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 1077 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.36 s 3.6399999999999997 check diff 3.6399999999999997 1077 5.0 Name: 2016, dtype: float64 check2 0 check3 score rev 5.0 check4 1.16 s 3.84 check diff 3.84 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1079 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 2.19 s -0.18999999999999995 check diff 0 1079 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 1079 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 2.35 s -0.3500000000000001 check diff 0 1079 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.24 s 1.76 check diff 1.76 1079 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 2.16 s -0.16000000000000014 check diff 0 1079 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 1079 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 2.24 s -0.2400000000000002 check diff 0 1079 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 1079 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.91 s 0.09000000000000008 check diff 0.09000000000000008 1079 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 1079 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 2.06 s -0.06000000000000005 check diff 0 1079 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.26 s 1.74 check diff 1.74 1079 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.49 s 0.51 check diff 0.51 1079 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.29 s 1.71 check diff 1.71 1079 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.52 s 0.48 check diff 0.48 1079 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.29 s 1.71 check diff 1.71 1079 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.52 s 0.48 check diff 0.48 1079 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 1079 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.52 s 0.48 check diff 0.48 1079 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 1079 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.52 s 0.48 check diff 0.48 1079 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 1079 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.52 s 0.48 check diff 0.48 1079 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.27 s 1.73 check diff 1.73 1080 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 0.67 s 2.33 check diff 2.33 1080 3.0 Name: 2005, dtype: float64 check2 0 check3 score rev 3.0 check4 1.57 s 1.43 check diff 1.43 1080 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 0.72 s 2.2800000000000002 check diff 2.2800000000000002 1080 3.0 Name: 2006, dtype: float64 check2 0 check3 score rev 3.0 check4 1.64 s 1.36 check diff 1.36 1080 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 0.65 s 2.35 check diff 2.35 1080 3.0 Name: 2007, dtype: float64 check2 0 check3 score rev 3.0 check4 1.6 s 1.4 check diff 1.4 1080 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.5 s 1.5 check diff 1.5 1080 3.0 Name: 2008, dtype: float64 check2 0 check3 score rev 3.0 check4 1.58 s 1.42 check diff 1.42 1080 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.67 s 1.33 check diff 1.33 1080 3.0 Name: 2009, dtype: float64 check2 0 check3 score rev 3.0 check4 1.58 s 1.42 check diff 1.42 1080 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.67 s 1.33 check diff 1.33 1080 3.0 Name: 2010, dtype: float64 check2 0 check3 score rev 3.0 check4 1.58 s 1.42 check diff 1.42 1080 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.2 s 1.8 check diff 1.8 1080 3.0 Name: 2011, dtype: float64 check2 0 check3 score rev 3.0 check4 1.59 s 1.41 check diff 1.41 1080 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.22 s 1.78 check diff 1.78 1080 3.0 Name: 2012, dtype: float64 check2 0 check3 score rev 3.0 check4 1.59 s 1.41 check diff 1.41 1080 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.22 s 1.78 check diff 1.78 1080 3.0 Name: 2013, dtype: float64 check2 0 check3 score rev 3.0 check4 1.58 s 1.42 check diff 1.42 1080 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.22 s 1.78 check diff 1.78 1080 3.0 Name: 2014, dtype: float64 check2 0 check3 score rev 3.0 check4 1.58 s 1.42 check diff 1.42 1080 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.22 s 1.78 check diff 1.78 1080 3.0 Name: 2015, dtype: float64 check2 0 check3 score rev 3.0 check4 1.58 s 1.42 check diff 1.42 1080 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.22 s 1.78 check diff 1.78 1080 3.0 Name: 2016, dtype: float64 check2 0 check3 score rev 3.0 check4 1.58 s 1.42 check diff 1.42 1081 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 2.0 s 0.0 check diff 0.0 1081 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.96 s 1.04 check diff 1.04 1081 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 2.15 s -0.1499999999999999 check diff 0 1081 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.99 s 1.01 check diff 1.01 1081 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.98 s 0.020000000000000018 check diff 0.020000000000000018 1081 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 1.07 s 0.9299999999999999 check diff 0.9299999999999999 1081 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 2.05 s -0.04999999999999982 check diff 0 1081 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 1.07 s 0.9299999999999999 check diff 0.9299999999999999 1081 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 3.16 s -1.1600000000000001 check diff 0 1081 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.9 s 1.1 check diff 1.1 1081 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 3.16 s -1.1600000000000001 check diff 0 1081 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.9 s 1.1 check diff 1.1 1081 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 2.61 s -0.6099999999999999 check diff 0 1081 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 1.05 s 0.95 check diff 0.95 1081 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 2.66 s -0.6600000000000001 check diff 0 1081 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 1.05 s 0.95 check diff 0.95 1081 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 2.66 s -0.6600000000000001 check diff 0 1081 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 1.03 s 0.97 check diff 0.97 1081 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 2.66 s -0.6600000000000001 check diff 0 1081 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 1.03 s 0.97 check diff 0.97 1081 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 2.66 s -0.6600000000000001 check diff 0 1081 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 1.03 s 0.97 check diff 0.97 1081 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 2.66 s -0.6600000000000001 check diff 0 1081 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 1.03 s 0.97 check diff 0.97 Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV 1084 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.92 s 1.08 check diff 1.08 1084 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.99 s 1.01 check diff 1.01 1084 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.91 s 1.0899999999999999 check diff 1.0899999999999999 1084 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.94 s 1.06 check diff 1.06 1084 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 1.04 s 0.96 check diff 0.96 1084 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 1.04 s 0.96 check diff 0.96 1084 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.75 s 1.25 check diff 1.25 1084 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.77 s 1.23 check diff 1.23 1084 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.77 s 1.23 check diff 1.23 1084 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.77 s 1.23 check diff 1.23 1084 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.77 s 1.23 check diff 1.23 1084 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.77 s 1.23 check diff 1.23 1085 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.19 s 1.81 check diff 1.81 1085 2.0 Name: 2005, dtype: float64 check2 0 check3 score rev 2.0 check4 0.36 s 1.6400000000000001 check diff 1.6400000000000001 1085 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.2 s 1.8 check diff 1.8 1085 2.0 Name: 2006, dtype: float64 check2 0 check3 score rev 2.0 check4 0.35 s 1.65 check diff 1.65 1085 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.19 s 1.81 check diff 1.81 1085 2.0 Name: 2007, dtype: float64 check2 0 check3 score rev 2.0 check4 0.38 s 1.62 check diff 1.62 1085 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.19 s 1.81 check diff 1.81 1085 2.0 Name: 2008, dtype: float64 check2 0 check3 score rev 2.0 check4 0.38 s 1.62 check diff 1.62 1085 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.21 s 1.79 check diff 1.79 1085 2.0 Name: 2009, dtype: float64 check2 0 check3 score rev 2.0 check4 0.38 s 1.62 check diff 1.62 1085 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.21 s 1.79 check diff 1.79 1085 2.0 Name: 2010, dtype: float64 check2 0 check3 score rev 2.0 check4 0.38 s 1.62 check diff 1.62 1085 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.15 s 1.85 check diff 1.85 1085 2.0 Name: 2011, dtype: float64 check2 0 check3 score rev 2.0 check4 0.4 s 1.6 check diff 1.6 1085 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.16 s 1.84 check diff 1.84 1085 2.0 Name: 2012, dtype: float64 check2 0 check3 score rev 2.0 check4 0.4 s 1.6 check diff 1.6 1085 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.16 s 1.84 check diff 1.84 1085 2.0 Name: 2013, dtype: float64 check2 0 check3 score rev 2.0 check4 0.38 s 1.62 check diff 1.62 1085 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.16 s 1.84 check diff 1.84 1085 2.0 Name: 2014, dtype: float64 check2 0 check3 score rev 2.0 check4 0.38 s 1.62 check diff 1.62 1085 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.16 s 1.84 check diff 1.84 1085 2.0 Name: 2015, dtype: float64 check2 0 check3 score rev 2.0 check4 0.38 s 1.62 check diff 1.62 1085 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.16 s 1.84 check diff 1.84 1085 2.0 Name: 2016, dtype: float64 check2 0 check3 score rev 2.0 check4 0.38 s 1.62 check diff 1.62 1086 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.5 s 0.5 check diff 0.5 1086 1.0 Name: 2005, dtype: float64 check2 0 check3 score rev 1.0 check4 0.19 s 0.81 check diff 0.81 1086 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.53 s 0.47 check diff 0.47 1086 1.0 Name: 2006, dtype: float64 check2 0 check3 score rev 1.0 check4 0.17 s 0.83 check diff 0.83 1086 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.49 s 0.51 check diff 0.51 1086 1.0 Name: 2007, dtype: float64 check2 0 check3 score rev 1.0 check4 0.19 s 0.81 check diff 0.81 1086 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.51 s 0.49 check diff 0.49 1086 1.0 Name: 2008, dtype: float64 check2 0 check3 score rev 1.0 check4 0.19 s 0.81 check diff 0.81 1086 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.56 s 0.43999999999999995 check diff 0.43999999999999995 1086 1.0 Name: 2009, dtype: float64 check2 0 check3 score rev 1.0 check4 0.19 s 0.81 check diff 0.81 1086 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.56 s 0.43999999999999995 check diff 0.43999999999999995 1086 1.0 Name: 2010, dtype: float64 check2 0 check3 score rev 1.0 check4 0.39 s 0.61 check diff 0.61 1086 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.41 s 0.5900000000000001 check diff 0.5900000000000001 1086 1.0 Name: 2011, dtype: float64 check2 0 check3 score rev 1.0 check4 0.41 s 0.5900000000000001 check diff 0.5900000000000001 1086 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.41 s 0.5900000000000001 check diff 0.5900000000000001 1086 1.0 Name: 2012, dtype: float64 check2 0 check3 score rev 1.0 check4 0.41 s 0.5900000000000001 check diff 0.5900000000000001 1086 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.41 s 0.5900000000000001 check diff 0.5900000000000001 1086 1.0 Name: 2013, dtype: float64 check2 0 check3 score rev 1.0 check4 0.39 s 0.61 check diff 0.61 1086 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.41 s 0.5900000000000001 check diff 0.5900000000000001 1086 1.0 Name: 2014, dtype: float64 check2 0 check3 score rev 1.0 check4 0.39 s 0.61 check diff 0.61 1086 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.41 s 0.5900000000000001 check diff 0.5900000000000001 1086 1.0 Name: 2015, dtype: float64 check2 0 check3 score rev 1.0 check4 0.39 s 0.61 check diff 0.61 1086 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.41 s 0.5900000000000001 check diff 0.5900000000000001 1086 1.0 Name: 2016, dtype: float64 check2 0 check3 score rev 1.0 check4 0.39 s 0.61 check diff 0.61
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1247 | Venezuela, RB | VEN | Latin America & Caribbean | Upper middle income | Moyenne des différences entre le score revenu ... | DIFF.INV.REV | 0.51 | 0.45 | 0.42 | 0.40 | 0.36 | 0.34 | 0.34 | 0.33 | 0.31 | 0.25 | 0.24 | 0.24 |
| 1248 | Vietnam | VNM | East Asia & Pacific | Lower middle income | Moyenne des différences entre le score revenu ... | DIFF.INV.REV | 0.33 | 0.31 | 0.31 | 0.31 | 0.30 | 0.33 | 0.36 | 0.35 | 0.33 | 0.32 | 0.28 | 0.28 |
| 1249 | Yemen, Rep. | YEM | Middle East & North Africa | Lower middle income | Enrolment in tertiary education, all programme... | DIFF.INV.REV | 0.05 | 0.04 | 0.05 | 0.05 | 0.05 | 0.04 | 0.04 | 0.04 | 0.04 | 0.03 | 0.03 | 0.03 |
| 1250 | Zambia | ZMB | Sub-Saharan Africa | Lower middle income | Moyenne des différences entre le score revenu ... | DIFF.INV.REV | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 |
| 1251 | Zimbabwe | ZWE | Sub-Saharan Africa | Low income | Moyenne des différences entre le score revenu ... | DIFF.INV.REV | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.02 |
Data_score = Data_score.reset_index()
Data_score = Data_score.drop(columns = 'index')
Data_score_v02 = Data_score #sauvegarde
Data_score.head()
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | South Asia | Low income | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.04 | 0.04 | 0.03 | 0.03 | 0.03 |
| 1 | Afghanistan | AFG | South Asia | Low income | Enrolment in upper secondary education, both s... | UIS.E.3 | 0.02 | 0.03 | 0.03 | 0.04 | 0.05 | 0.06 | 0.07 | 0.08 | 0.09 | 0.09 | 0.09 | 0.09 |
| 2 | Albania | ALB | Europe & Central Asia | Upper middle income | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 |
| 3 | Albania | ALB | Europe & Central Asia | Upper middle income | Enrolment in upper secondary education, both s... | UIS.E.3 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 |
| 4 | Albania | ALB | Europe & Central Asia | Upper middle income | Government expenditure on secondary education ... | UIS.XGDP.23.FSGOV | 0.73 | 0.79 | 0.73 | 0.75 | 0.83 | 0.83 | 0.60 | 0.61 | 0.61 | 0.61 | 0.61 | 0.61 |
pond.loc[0,'INDICATEUR'] = 'SCORE REVENU'
pond
| INDICATEUR | PONDÉRATION | |
|---|---|---|
| 0 | SCORE REVENU | 0.1 |
| 1 | UIS.E.3 | 1.5 |
| 2 | SE.TER.ENRL | 1.5 |
| 3 | DIFF.INV.REV | 0.1 |
| 4 | ACC.IT.EL | 1.5 |
#Ajout de la ligne SCORE TOTAL
#Pour chaque année je calcule la moyenne pondérée de chaque score
Data_score = Data_score_v02 #reset button
PAYS_ls = Data_score['CODE PAYS'].unique().tolist()
dic_score = {'SCORE REVENU':'Score revenu','SE.TER.ENRL': "Nombre d'inscription à l'université",
'UIS.E.3': "Nombre d'inscription au lycée",
'ACC.IT.EL': "Nombre d'élèves ayant accès à internet",
'DIFF.INV.REV': 'Écart revenu et investissement du gouvernement'}
col = Data_score.columns[6:] #col est la liste constitué des années 2005 à 2016
col = col.to_list()
poid_total = pond['PONDÉRATION'].sum()
#print('check 0, poid_total', poid_total)
df_concat =pd.DataFrame(columns = Data_score.columns)
for count,pays in enumerate(PAYS_ls):
print(pays)
df_concat.loc[len(df_concat)] = Data_score[Data_score['CODE PAYS']==pays].iloc[0]
df_concat.iloc[-1,5] = 'SCORE ANNUEL'
df_concat.iloc[-1,4] = 'Score annuel, moyenne pondérée des scores de chaque indicateur'
df_tampon = Data_score[Data_score['CODE PAYS']==pays]
#print('check1 df_tampon entrée',df_tampon.head()) OK
df_tampon = df_tampon[df_tampon['INDICATEUR'].isin(dic_score)]
#print('check1 df_tampon sortie',df_tampon.head()) OK
ind_ls = df_tampon['INDICATEUR'].unique().tolist()
for an in col:
print('check annnée :', an)
som = 0
for i, indic in enumerate(ind_ls):
poid = pond.loc[pond['INDICATEUR']==indic,'PONDÉRATION'].values.item()
print('check 2, poid et indicateur', poid, indic)
val = df_tampon.loc[df_tampon['INDICATEUR']==indic,an].values.item()
#print('check val', val)
som += poid*val
#print('check somme',som)
score = som/poid_total
#print(score)
mask00 = df_concat['INDICATEUR']=='SCORE ANNUEL'
mask01 = df_concat['CODE PAYS']== pays
df_concat.loc[(mask00) & (mask01),an] = round(score,2)
Data_score = pd.concat([Data_score,df_concat])
Data_score = Data_score.reset_index()
Data_score = Data_score.drop(columns = 'index')
Data_score_v03 = Data_score #sauvegarde
AFG check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU ALB check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV DZA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ASM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU AND check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV AGO check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ATG check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ARG check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ARM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ABW check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV AUS check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV AUT check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV AZE check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BHS check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU BHR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU BGD check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BRB check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BLR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BEL check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BLZ check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BEN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BTN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BOL check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BIH check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU BWA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BRA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BRN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BGR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BFA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV BDI check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CPV check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV KHM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CMR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CAN check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CYM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU CAF check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV TCD check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CHL check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CHN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU COL check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV COM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV COD check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV COG check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CRI check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CIV check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV HRV check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CUB check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CUW check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CYP check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CZE check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV DNK check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV DJI check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV DMA check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV DOM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ECU check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV EGY check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU SLV check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV GNQ check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU ERI check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU EST check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ETH check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV FJI check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV FIN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV FRA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV GMB check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV GEO check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV DEU check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV GHA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV GRC check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV GRD check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU GTM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV GIN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV GNB check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV GUY check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV HND check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV HKG check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV HUN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ISL check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV IND check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV IDN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV IRN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV IRQ check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU IRL check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ISR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ITA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV JAM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV JPN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV JOR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV KAZ check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV KEN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV KIR check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU PRK check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU KOR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV KWT check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV KGZ check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV LAO check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU LVA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV LBN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV LSO check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV LBR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV LBY check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU LIE check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV LTU check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV LUX check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MAC check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MKD check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU MDG check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MWI check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MYS check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MDV check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MLI check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MLT check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MHL check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU MRT check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MUS check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MEX check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV FSM check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU MDA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MCO check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MNG check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MNE check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU MAR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MOZ check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV MMR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU NAM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV NPL check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV NLD check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV NZL check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV NIC check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV NER check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV NGA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU NOR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV OMN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV PAK check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV PLW check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU PAN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV PNG check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU PRY check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV PER check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV PHL check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV POL check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV PRT check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV PRI check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV QAT check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ROU check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV RUS check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV RWA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV WSM check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU SMR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV STP check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SAU check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SEN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SRB check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SYC check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SLE check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SGP check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SXM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU SVK check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SVN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SLB check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU SOM check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU ZAF check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SSD check annnée : 2005 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ESP check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV LKA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV KNA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU LCA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV VCT check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SDN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU SUR check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU SWZ check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SWE check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV CHE check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV SYR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV TJK check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV TZA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV THA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV TLS check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV TGO check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV TON check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU TTO check annnée : 2005 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV TUN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV TUR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV TKM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV TCA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV TUV check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU UGA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV UKR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ARE check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV GBR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV USA check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV URY check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV UZB check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU VUT check annnée : 2005 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV VEN check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV VNM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV VIR check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU PSE check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU YEM check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ZMB check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV ZWE check annnée : 2005 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2006 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2007 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2008 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2009 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2010 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2011 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2012 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2013 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2014 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2015 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV check annnée : 2016 check 2, poid et indicateur 1.5 SE.TER.ENRL check 2, poid et indicateur 1.5 UIS.E.3 check 2, poid et indicateur 1.5 ACC.IT.EL check 2, poid et indicateur 0.1 SCORE REVENU check 2, poid et indicateur 0.1 DIFF.INV.REV
#Vérification
Data_score.loc[Data_score['CODE PAYS']=='FIN']
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 218 | Finland | FIN | Europe & Central Asia | High income: OECD | Enrolment in tertiary education, all programme... | SE.TER.ENRL | 0.07 | 0.07 | 0.06 | 0.06 | 0.05 | 0.05 | 0.05 | 0.05 | 0.05 | 0.04 | 0.03 | 0.03 |
| 219 | Finland | FIN | Europe & Central Asia | High income: OECD | Enrolment in upper secondary education, both s... | UIS.E.3 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.02 | 0.02 | 0.02 | 0.03 | 0.03 | 0.03 | 0.03 |
| 220 | Finland | FIN | Europe & Central Asia | High income: OECD | Government expenditure on secondary education ... | UIS.XGDP.23.FSGOV | 2.95 | 3.13 | 2.78 | 2.98 | 3.66 | 3.68 | 2.6 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 |
| 221 | Finland | FIN | Europe & Central Asia | High income: OECD | Government expenditure on tertiary education a... | UIS.XGDP.56.FSGOV | 1.74 | 1.78 | 1.82 | 1.86 | 2.12 | 2.15 | 2.15 | 2.13 | 2.07 | 2.07 | 2.07 | 2.07 |
| 749 | Finland | FIN | Europe & Central Asia | High income: OECD | Nombre d'élèves ayant accès à internet | ACC.IT.EL | 0.07 | 0.07 | 0.06 | 0.06 | 0.05 | 0.05 | 0.05 | 0.05 | 0.05 | 0.04 | 0.03 | 0.03 |
| 948 | Finland | FIN | Europe & Central Asia | High income: OECD | Score revenu,{Low income= 1, Lower middle inco... | SCORE REVENU | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 |
| 1139 | Finland | FIN | Europe & Central Asia | High income: OECD | Moyenne des différences entre le score revenu ... | DIFF.INV.REV | 0.07 | 0.07 | 0.06 | 0.06 | 0.05 | 0.05 | 0.05 | 0.05 | 0.05 | 0.04 | 0.03 | 0.03 |
| 1314 | Finland | FIN | Europe & Central Asia | High income: OECD | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.16 | 0.16 | 0.16 | 0.16 | 0.15 | 0.15 | 0.15 | 0.15 | 0.15 | 0.14 | 0.14 | 0.14 |
Data_score[Data_score['INDICATEUR']=='SCORE ANNUEL'].sort_values('2010',ascending = False)
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1290 | China | CHN | East Asia & Pacific | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 4.85 | 4.84 | 4.85 | 4.82 | 4.81 | 4.73 | 4.63 | 4.51 | 4.58 | 4.52 | 4.52 | 4.52 |
| 1330 | India | IND | South Asia | Lower middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 3.48 | 3.45 | 3.49 | 3.76 | 3.72 | 3.84 | 4.45 | 4.53 | 4.36 | 4.02 | 4.08 | 4.08 |
| 1442 | United States | USA | North America | High income: OECD | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 3.33 | 3.04 | 2.86 | 2.78 | 2.67 | 2.66 | 2.69 | 2.57 | 2.37 | 1.99 | 1.93 | 1.93 |
| 1397 | Russian Federation | RUS | Europe & Central Asia | High income: nonOECD | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 1.74 | 1.58 | 1.48 | 1.4 | 1.27 | 1.12 | 1.11 | 1.0 | 0.92 | 0.74 | 0.69 | 0.69 |
| 1277 | Brazil | BRA | Latin America & Caribbean | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 1.2 | 1.18 | 1.09 | 1.13 | 1.07 | 1.07 | 1.09 | 1.06 | 1.08 | 0.98 | 0.98 | 0.98 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 1381 | Niger | NER | Sub-Saharan Africa | Low income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 |
| 1359 | Malawi | MWI | Sub-Saharan Africa | Low income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 |
| 1310 | Eritrea | ERI | Sub-Saharan Africa | Low income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 |
| 1316 | Gambia, The | GMB | Sub-Saharan Africa | Low income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 |
| 1287 | Central African Republic | CAF | Sub-Saharan Africa | Low income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 |
201 rows × 18 columns
df_score = Data_score[Data_score['INDICATEUR']=='SCORE ANNUEL']
df_score = df_score.reset_index()
df_score = df_score.drop(columns = 'index')
df_score.head()
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | South Asia | Low income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.04 | 0.04 | 0.04 | 0.05 | 0.05 | 0.05 | 0.06 | 0.07 | 0.08 | 0.07 | 0.07 | 0.07 |
| 1 | Albania | ALB | Europe & Central Asia | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.08 | 0.08 | 0.08 | 0.08 | 0.08 | 0.08 | 0.08 | 0.08 | 0.09 | 0.08 | 0.08 | 0.08 |
| 2 | Algeria | DZA | Middle East & North Africa | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.24 | 0.23 | 0.22 | 0.25 | 0.23 | 0.23 | 0.23 | 0.23 | 0.22 | 0.2 | 0.2 | 0.2 |
| 3 | American Samoa | ASM | East Asia & Pacific | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 |
| 4 | Andorra | AND | Europe & Central Asia | High income: nonOECD | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 |
df_score['SCORE MOYEN']= np.nan
df_score['SCORE MOYEN']= round(df_score.iloc[:,6:-1].mean(axis=1),2)
df_score.head()
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | SCORE MOYEN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | South Asia | Low income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.04 | 0.04 | 0.04 | 0.05 | 0.05 | 0.05 | 0.06 | 0.07 | 0.08 | 0.07 | 0.07 | 0.07 | 0.06 |
| 1 | Albania | ALB | Europe & Central Asia | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.08 | 0.08 | 0.08 | 0.08 | 0.08 | 0.08 | 0.08 | 0.08 | 0.09 | 0.08 | 0.08 | 0.08 | 0.08 |
| 2 | Algeria | DZA | Middle East & North Africa | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.24 | 0.23 | 0.22 | 0.25 | 0.23 | 0.23 | 0.23 | 0.23 | 0.22 | 0.2 | 0.2 | 0.2 | 0.22 |
| 3 | American Samoa | ASM | East Asia & Pacific | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 |
| 4 | Andorra | AND | Europe & Central Asia | High income: nonOECD | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 |
df_score = df_score.sort_values('SCORE MOYEN', ascending = False)
df_score = df_score.reset_index()
df_score = df_score.drop(columns = 'index')
df_score.head(10)
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | SCORE MOYEN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | China | CHN | East Asia & Pacific | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 4.85 | 4.84 | 4.85 | 4.82 | 4.81 | 4.73 | 4.63 | 4.51 | 4.58 | 4.52 | 4.52 | 4.52 | 4.68 |
| 1 | India | IND | South Asia | Lower middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 3.48 | 3.45 | 3.49 | 3.76 | 3.72 | 3.84 | 4.45 | 4.53 | 4.36 | 4.02 | 4.08 | 4.08 | 3.94 |
| 2 | United States | USA | North America | High income: OECD | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 3.33 | 3.04 | 2.86 | 2.78 | 2.67 | 2.66 | 2.69 | 2.57 | 2.37 | 1.99 | 1.93 | 1.93 | 2.57 |
| 3 | Russian Federation | RUS | Europe & Central Asia | High income: nonOECD | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 1.74 | 1.58 | 1.48 | 1.4 | 1.27 | 1.12 | 1.11 | 1.0 | 0.92 | 0.74 | 0.69 | 0.69 | 1.14 |
| 4 | Brazil | BRA | Latin America & Caribbean | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 1.2 | 1.18 | 1.09 | 1.13 | 1.07 | 1.07 | 1.09 | 1.06 | 1.08 | 0.98 | 0.98 | 0.98 | 1.08 |
| 5 | Indonesia | IDN | East Asia & Pacific | Lower middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.89 | 0.82 | 0.81 | 0.85 | 0.87 | 0.85 | 0.88 | 0.94 | 0.95 | 0.84 | 0.72 | 0.72 | 0.85 |
| 6 | Japan | JPN | East Asia & Pacific | High income: OECD | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.92 | 0.84 | 0.78 | 0.73 | 0.67 | 0.64 | 0.63 | 0.61 | 0.59 | 0.52 | 0.51 | 0.51 | 0.66 |
| 7 | Iran, Islamic Rep. | IRN | Middle East & North Africa | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.6 | 0.59 | 0.6 | 0.64 | 0.59 | 0.6 | 0.62 | 0.62 | 0.59 | 0.54 | 0.53 | 0.53 | 0.59 |
| 8 | Turkey | TUR | Europe & Central Asia | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.51 | 0.51 | 0.5 | 0.48 | 0.51 | 0.56 | 0.59 | 0.61 | 0.69 | 0.64 | 0.67 | 0.67 | 0.58 |
| 9 | Korea, Rep. | KOR | East Asia & Pacific | High income: OECD | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 0.69 | 0.63 | 0.59 | 0.57 | 0.54 | 0.52 | 0.52 | 0.5 | 0.48 | 0.42 | 0.41 | 0.41 | 0.52 |
import statsmodels.api as sm
x = df_score.columns.tolist()[6:-1]
val_ls = [*range(2005,2017)]
X_fit = np.array([])
X_fit = np.append(X_fit,[val_ls])
X_fit= sm.add_constant(X_fit)
x_extra = np.arange(2005,2031)
fig, ax = plt.subplots(figsize = (12,8), dpi= 200)
CODE_PAYS_5 = ['CHN', 'IND', 'USA','BRA','JPN']
alpha = np.array([])
beta = np.array([])
for pays in CODE_PAYS_5:
y = df_score[df_score['CODE PAYS']==pays].iloc[:,6:-1].values.T
lab = df_score[df_score['CODE PAYS']==pays].iloc[:,0].values.item()
#print(lab, 'lab')
ax.scatter(X_fit[:,1],y, marker=r'o',label = lab)
#ax.plot(x,y, label = lab)
##Régression linéaire du score
y = y.astype(float)
r = sm.OLS(y,X_fit).fit()
alpha = np.append(alpha,r.params[1])
beta = np.append(beta,r.params[0])
#Y_prim = alpha[-1]*X_fit[:,1] + beta[-1]
#ax.plot(X_fit[:,1],Y_prim)
Y_extra = alpha[-1]*x_extra + beta[-1]
ax.plot(x_extra,Y_extra,ls = ':' )
#print(x)
ax.set_ylabel('Score', fontsize = 14)
ax.set_title('Évolution du potentiel de clients\n Extrapolation et régression linéaire entre 2005 et 2030',
fontsize = 14)
ax.set_facecolor('#eafff5')
ax.legend(frameon = True)
plt.savefig('4_4_legend', dpi = 200, bbox_inches = 'tight')
plt.show()
import statsmodels.api as sm
x = df_score.columns.tolist()[6:-1]
val_ls = [*range(2005,2017)]
X_fit = np.array([])
X_fit = np.append(X_fit,[val_ls])
X_fit= sm.add_constant(X_fit)
x_extra = np.arange(2005,2031)
fig, ax = plt.subplots(figsize = (12,8), dpi= 200)
CODE_PAYS_5 = ['GBR', 'IDN', 'TUR','DEU','KOR']
alpha = np.array([])
beta = np.array([])
for pays in CODE_PAYS_5:
y = df_score[df_score['CODE PAYS']==pays].iloc[:,6:-1].values.T
lab = df_score[df_score['CODE PAYS']==pays].iloc[:,0].values.item()
#print(lab, 'lab')
ax.scatter(X_fit[:,1],y, marker=r'o',label = lab)
#ax.plot(x,y, label = lab)
##Régression linéaire du score
y = y.astype(float)
r = sm.OLS(y,X_fit).fit()
alpha = np.append(alpha,r.params[1])
beta = np.append(beta,r.params[0])
#Y_prim = alpha[-1]*X_fit[:,1] + beta[-1]
#ax.plot(X_fit[:,1],Y_prim)
Y_extra = alpha[-1]*x_extra + beta[-1]
ax.plot(x_extra,Y_extra,ls = ':' )
#print(x)
ax.set_ylabel('Score', fontsize = 14)
ax.set_title('Évolution du potentiel de clients\n Extrapolation et régression linéaire entre 2005 et 2030',
fontsize = 14)
ax.set_facecolor('#eafff5')
ax.legend(frameon = True)
plt.savefig('4_4_legend_suite.png', dpi = 200, bbox_inches = 'tight')
plt.show()
df_score.head()
| PAYS | CODE PAYS | RÉGION | REVENUS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | SCORE MOYEN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | China | CHN | East Asia & Pacific | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 4.85 | 4.84 | 4.85 | 4.82 | 4.81 | 4.73 | 4.63 | 4.51 | 4.58 | 4.52 | 4.52 | 4.52 | 4.68 |
| 1 | India | IND | South Asia | Lower middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 3.48 | 3.45 | 3.49 | 3.76 | 3.72 | 3.84 | 4.45 | 4.53 | 4.36 | 4.02 | 4.08 | 4.08 | 3.94 |
| 2 | United States | USA | North America | High income: OECD | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 3.33 | 3.04 | 2.86 | 2.78 | 2.67 | 2.66 | 2.69 | 2.57 | 2.37 | 1.99 | 1.93 | 1.93 | 2.57 |
| 3 | Russian Federation | RUS | Europe & Central Asia | High income: nonOECD | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 1.74 | 1.58 | 1.48 | 1.4 | 1.27 | 1.12 | 1.11 | 1.0 | 0.92 | 0.74 | 0.69 | 0.69 | 1.14 |
| 4 | Brazil | BRA | Latin America & Caribbean | Upper middle income | Score annuel, moyenne pondérée des scores de c... | SCORE ANNUEL | 1.2 | 1.18 | 1.09 | 1.13 | 1.07 | 1.07 | 1.09 | 1.06 | 1.08 | 0.98 | 0.98 | 0.98 | 1.08 |
Dans l'étude de l'évolution du potentiel, le taux de croissance de la population et l'âge moyen de la population sont deux critères important. La table Country_s répertorie les indicateurs propre à la population de chaque pays.
Pour évaluer le potentiel futur d'un pays d'autre critère doivent être pris en compte comme la jeunesse de la population et le taux de croissance de la population d'un pays, le taux de croissance économique.
#Exemple de la France
Country_s[Country_s['CODE PAYS']=='FRA']
| CODE PAYS | INDICATEUR | DESCRIPTION | DEFINITION | |
|---|---|---|---|---|
| 166 | FRA | SP.POP.GROW | Data sources: Eurostat, United Nations World P... | Population growth (annual %) |
| 167 | FRA | SP.POP.TOTL.MA.ZS | Including the four French overseas departments... | Population, male (% of total) |
| 168 | FRA | SP.POP.TOTL.FE.ZS | Including the four French overseas departments... | Population, female (% of total) |
| 169 | FRA | SP.POP.TOTL | Data sources : Eurostat, United Nations World ... | Population, total |
| 170 | FRA | SP.POP.0014.TO.ZS | Including the four French overseas departments... | Population ages 0-14 (% of total) |
| 171 | FRA | SP.POP.1564.TO.ZS | Including the four French overseas departments... | Population ages 15-64 (% of total) |
Series[Series['INDICATEUR']=='BAR.POP.2024']
#Series[Series['INDICATEUR']=='BAR.POP.1519']
#Series[Series['INDICATEUR']=='SP.POP.1524.TO.UN']
#Series[Series['INDICATEUR']=='SP.POP.1524.TO.UN']
| INDICATEUR | DOMAINE | INDICATOR NAME | SHORT DEFINITION | LONG DEFINITION | SOURCE | |
|---|---|---|---|---|---|---|
| 34 | BAR.POP.2024 | Attainment | Barro-Lee: Population in thousands, age 20-24,... | Population in thousands, 20-24, total is the t... | Population in thousands, age 20-24, total is t... | Robert J. Barro and Jong-Wha Lee: http://www.b... |
A = Data[Data['INDICATEUR']=='SP.POP.1524.TO.UN'].sample(200)
%matplotlib inline
msno.matrix(A)
tick = np.arange(A.shape[1])
lab = A.columns.tolist()
plt.title('Visualisation des valeurs manquantes de la table Data \n'
+ 'Indicateur SP.POP.1524.TO.UN: Population totale âgé de 15 à 24 ans',
pad = 0, fontsize = 20)
plt.xticks(tick,labels = lab, rotation='vertical',fontsize = 13 )
plt.savefig('4_4_'+str(1)+'.png', bbox_inches = 'tight')
A = Data[Data['INDICATEUR']=='SP.POP.GROW'].sample(200)
%matplotlib inline
msno.matrix(A)
tick = np.arange(A.shape[1])
lab = A.columns.tolist()
plt.title('Visualisation des valeurs manquantes de la table Data \n'
+ 'Indicateur SP.POP.GROW: Taux de croissance annuel de la population (%)',
pad = 0, fontsize = 20)
plt.xticks(tick,labels = lab, rotation='vertical',fontsize = 13 )
plt.savefig('4_4_'+str(2)+'.png', bbox_inches = 'tight')
A = Data[Data['INDICATEUR']=='SP.POP.TOTL'].sample(200)
%matplotlib inline
msno.matrix(A)
tick = np.arange(A.shape[1])
lab = A.columns.tolist()
plt.title('Visualisation des valeurs manquantes de la table Data \n'
+ 'Indicateur SP.POP.TOTL: Population totale',
pad = 0, fontsize = 20)
plt.xticks(tick,labels = lab, rotation='vertical',fontsize = 13 )
plt.savefig('4_4_'+str(3)+'.png', bbox_inches = 'tight')
mask00 = Data['INDICATEUR']=='SP.POP.1524.TO.UN'
mask01 = Data['INDICATEUR']=='SP.POP.TOTL'
mask02 = Data['INDICATEUR']=='SP.POP.GROW'
Data_pop = Data.loc[(mask00 | mask01 | mask02),:]
Data_pop1 = Data_pop.iloc[:,:4]
Data_pop2 = Data_pop.iloc[:,-30:-18]
Data_pop1 = Data_pop1.reset_index()
Data_pop2 = Data_pop2.reset_index()
Data_pop = pd.merge(Data_pop1, Data_pop2, on ='index')
Data_pop = Data_pop.drop(columns = 'index')
Data_pop_v0 = Data_pop
#Ajout du pourcentage des 15-24 ans
#SP.POP.1524
Data_pop = Data_pop_v0
PAYS_ls = Data_pop['CODE PAYS'].unique().tolist()
for pays in PAYS_ls:
#print('check pays', pays)
mask00 = Data_pop['CODE PAYS']==pays
Data_pop.loc[len(Data_pop),:] = Data_pop.loc[mask00,:].iloc[0]
Data_pop.iloc[-1,3] = 'SP.POP.1524'
Data_pop.iloc[-1,2] = 'Proportion des 15-24 ans (%) de la population totale'
for an in col:
#print('check année', an)
mask00 = Data_pop['CODE PAYS']==pays
df_tampon = Data_pop[mask00]
mask01 =Data_pop['INDICATEUR']== 'SP.POP.TOTL'
mask02 =Data_pop['INDICATEUR']== 'SP.POP.1524.TO.UN'
pop_tot = Data_pop.loc[(mask00 & mask01),an].values.item()
#print('check, population totale', pop_tot)
pop_1524 = Data_pop.loc[(mask00 & mask02),an].values.item()
#print('check, population totale 1524', pop_1524)
pop_1524_part = round((pop_1524/pop_tot)*100,2)
#print('check, population totale 1524 part', pop_1524_part)
mask03 = Data_pop['INDICATEUR']== 'SP.POP.1524'
mask00 = Data_pop['CODE PAYS']==pays
Data_pop.loc[(mask03 & mask00),an] = pop_1524_part
#print('check final', Data_pop.tail(8))
Data_pop_v1 = Data_pop
## REMPLIR LES VALEURS MANQUANTES de data_pop
Data_pop = Data_pop_v1
print(Data_pop.isna().mean())
Data_pop['NB_NAN'] = Data_pop.isna().sum(axis=1)
print('nombre max de valeur manquantes:',Data_pop['NB_NAN'].max())
Data_pop = Data_pop[Data_pop['NB_NAN'] < Data_pop['NB_NAN'].max()]
Data_pop = Data_pop.fillna(method ='ffill', axis = 1)
Data_pop = Data_pop.fillna(method ='bfill', axis = 1)
print(Data_pop.head())
#print(Data_pop.isna().mean())
Data_pop = Data_pop.sort_values('PAYS')
Data_pop = Data_pop.reset_index()
Data_pop = Data_pop.drop(columns = 'index')
Data_pop_v2 = Data_pop
PAYS 0.000000
CODE PAYS 0.000000
INDICATEUR_N 0.000000
INDICATEUR 0.000000
2005 0.047619
2006 0.054762
2007 0.069048
2008 0.069048
2009 0.069048
2010 0.069048
2011 0.070238
2012 0.072619
2013 0.072619
2014 0.082143
2015 0.082143
2016 0.511905
dtype: float64
nombre max de valeur manquantes: 12
PAYS CODE PAYS INDICATEUR_N INDICATEUR \
0 Afghanistan AFG Population growth (annual %) SP.POP.GROW
1 Afghanistan AFG Population, ages 15-24, total SP.POP.1524.TO.UN
2 Afghanistan AFG Population, total SP.POP.TOTL
3 Albania ALB Population growth (annual %) SP.POP.GROW
4 Albania ALB Population, ages 15-24, total SP.POP.1524.TO.UN
2005 2006 2007 2008 2009 \
0 3.870470e+00 3.228630e+00 2.755225e+00 2.512574e+00 2.569114e+00
1 4.910340e+06 5.134377e+06 5.367499e+06 5.606736e+06 5.848604e+06
2 2.507080e+07 2.589345e+07 2.661679e+07 2.729403e+07 2.800433e+07
3 -5.117901e-01 -6.309112e-01 -7.557188e-01 -7.673430e-01 -6.738940e-01
4 5.860490e+05 5.948620e+05 6.023170e+05 6.076090e+05 6.098410e+05
2010 2011 2012 2013 2014 \
0 2.812617e+00 3.095119e+00 3.272703e+00 3.315224e+00 3.183201e+00
1 6.090239e+06 6.330684e+06 6.569239e+06 6.803785e+06 7.032072e+06
2 2.880317e+07 2.970860e+07 3.069696e+07 3.173169e+07 3.275802e+07
3 -4.964620e-01 -2.690173e-01 -1.651510e-01 -1.832114e-01 -2.070470e-01
4 6.084560e+05 6.031040e+05 5.941010e+05 5.824110e+05 5.694270e+05
2015 2016 NB_NAN
0 2.943234e+00 2.689163e+00 0
1 7.252785e+06 7.252785e+06 1
2 3.373649e+07 3.465603e+07 0
3 -2.912058e-01 -1.598804e-01 0
4 5.562690e+05 5.562690e+05 1
ind_ls_pop = ['SP.POP.GROW','SP.POP.TOTL', 'SP.POP.1524.TO.UN', 'SP.POP.1524']
c = Data_pop.columns.tolist()
Data_score_pop = pd.DataFrame(columns = c)
for indic in ind_ls_pop:
print('check indic', indic)
mask = Data_pop['INDICATEUR']==indic
df_tampon = Data_pop.loc[mask,:]
for an in col:
alpha, beta = coeff2(indic, Data_pop, an)
for i,row in df_tampon.iterrows():
x = row[an]
df_tampon.loc[i,an] = round(alpha*x +beta,2)
Data_score_pop = pd.concat([Data_score_pop,df_tampon])
Data_score_pop = Data_score_pop.reset_index()
Data_score_pop = Data_score_pop.drop(columns = 'index')
Data_score_pop = Data_score_pop.rename(columns = {'NB_NAN':'TAUX DE REMPLISSAGE (%)'})
Data_score_pop['TAUX DE REMPLISSAGE (%)'] = (1 - Data_score_pop['TAUX DE REMPLISSAGE (%)']/12)*100
check indic SP.POP.GROW check indic SP.POP.TOTL check indic SP.POP.1524.TO.UN check indic SP.POP.1524
def top10(df):
#df est un dataframe définie plus haut.
#la fonction renvoie les lignes correspondant au top 10 (cf. analyse résultats)
df_top10 = df[(df['CODE PAYS']== 'CHN')|(df['CODE PAYS']== 'IND')
|(df['CODE PAYS']== 'USA')|(df['CODE PAYS']== 'BRA')
|(df['CODE PAYS']== 'JPN') |(df['CODE PAYS']== 'GBR')
|(df['CODE PAYS']== 'IDN') |(df['CODE PAYS']== 'TUR')
|(df['CODE PAYS']== 'DEU')|(df['CODE PAYS']== 'KOR')]
df_top10 = df_top10.reset_index()
df_top10 = df_top10.drop(columns = 'index')
return df_top10
def top5(df):
#df est un dataframe définie plus haut.
#la fonction renvoie les lignes correspondant au top 10 (cf. analyse résultats)
df_top5 = df[(df['CODE PAYS']== 'CHN')|(df['CODE PAYS']== 'IND')
|(df['CODE PAYS']== 'USA')|(df['CODE PAYS']== 'BRA')
|(df['CODE PAYS']== 'JPN')]
df_top5 = df_top5.reset_index()
df_top5 = df_top5.drop(columns = 'index')
return df_top5
df_pop_growth = Data_pop[Data_pop['INDICATEUR']== 'SP.POP.GROW']
df_pop_growth['TAUX MOYEN'] = 0
for i, row in df_pop_growth.iterrows():
df_pop_growth.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)
top_5_growth = top5(df_pop_growth).sort_values('TAUX MOYEN', ascending = False)
top_5_growth = top_5_growth.reset_index()
top_5_growth = top_5_growth.drop(columns = 'index')
top_5_growth
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3777516010.py:2: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df_pop_growth['TAUX MOYEN'] = 0 /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3777516010.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df_pop_growth.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | NB_NAN | TAUX MOYEN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | India | IND | Population growth (annual %) | SP.POP.GROW | 1.584252 | 1.548886 | 1.512078 | 1.469688 | 1.420203 | 1.366798 | 1.311876 | 1.261206 | 1.219419 | 1.189328 | 1.167527 | 1.148215 | 0 | 1.35 |
| 1 | Brazil | BRA | Population growth (annual %) | SP.POP.GROW | 1.172552 | 1.114609 | 1.060019 | 1.016865 | 0.988454 | 0.970296 | 0.956013 | 0.938920 | 0.917023 | 0.887563 | 0.852799 | 0.817556 | 0 | 0.97 |
| 2 | United States | USA | Population growth (annual %) | SP.POP.GROW | 0.921713 | 0.964254 | 0.951055 | 0.945865 | 0.876651 | 0.836422 | 0.745614 | 0.746420 | 0.700262 | 0.743124 | 0.729732 | 0.692801 | 0 | 0.82 |
| 3 | China | CHN | Population growth (annual %) | SP.POP.GROW | 0.588125 | 0.558374 | 0.522272 | 0.512387 | 0.497381 | 0.482960 | 0.479150 | 0.487231 | 0.493710 | 0.506312 | 0.508137 | 0.541479 | 0 | 0.51 |
| 4 | Japan | JPN | Population growth (annual %) | SP.POP.GROW | 0.009392 | 0.063374 | 0.114909 | 0.048425 | -0.012495 | 0.017961 | -0.185226 | -0.159711 | -0.144272 | -0.132694 | -0.106125 | -0.115284 | 0 | -0.05 |
top_10_growth = top10(df_pop_growth).sort_values('TAUX MOYEN', ascending = False)
top_10_growth = top_10_growth.reset_index()
top_10_growth = top_10_growth.drop(columns = 'index')
top_10_growth
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | NB_NAN | TAUX MOYEN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Turkey | TUR | Population growth (annual %) | SP.POP.GROW | 1.327634 | 1.258550 | 1.205380 | 1.203624 | 1.268402 | 1.375056 | 1.485643 | 1.568376 | 1.619467 | 1.627194 | 1.598009 | 1.573012 | 0 | 1.43 |
| 1 | India | IND | Population growth (annual %) | SP.POP.GROW | 1.584252 | 1.548886 | 1.512078 | 1.469688 | 1.420203 | 1.366798 | 1.311876 | 1.261206 | 1.219419 | 1.189328 | 1.167527 | 1.148215 | 0 | 1.35 |
| 2 | Indonesia | IDN | Population growth (annual %) | SP.POP.GROW | 1.375946 | 1.369188 | 1.361626 | 1.351463 | 1.338066 | 1.321405 | 1.304067 | 1.284199 | 1.257327 | 1.222049 | 1.181014 | 1.137494 | 0 | 1.29 |
| 3 | Brazil | BRA | Population growth (annual %) | SP.POP.GROW | 1.172552 | 1.114609 | 1.060019 | 1.016865 | 0.988454 | 0.970296 | 0.956013 | 0.938920 | 0.917023 | 0.887563 | 0.852799 | 0.817556 | 0 | 0.97 |
| 4 | United States | USA | Population growth (annual %) | SP.POP.GROW | 0.921713 | 0.964254 | 0.951055 | 0.945865 | 0.876651 | 0.836422 | 0.745614 | 0.746420 | 0.700262 | 0.743124 | 0.729732 | 0.692801 | 0 | 0.82 |
| 5 | United Kingdom | GBR | Population growth (annual %) | SP.POP.GROW | 0.686611 | 0.735049 | 0.778666 | 0.787033 | 0.756391 | 0.783889 | 0.781677 | 0.695316 | 0.669534 | 0.753349 | 0.794968 | 0.777542 | 0 | 0.75 |
| 6 | Korea, Rep. | KOR | Population growth (annual %) | SP.POP.GROW | 0.211998 | 0.525200 | 0.505234 | 0.759317 | 0.514683 | 0.498225 | 0.768972 | 0.525714 | 0.455219 | 0.628150 | 0.527288 | 0.451318 | 0 | 0.53 |
| 7 | China | CHN | Population growth (annual %) | SP.POP.GROW | 0.588125 | 0.558374 | 0.522272 | 0.512387 | 0.497381 | 0.482960 | 0.479150 | 0.487231 | 0.493710 | 0.506312 | 0.508137 | 0.541479 | 0 | 0.51 |
| 8 | Germany | DEU | Population growth (annual %) | SP.POP.GROW | -0.056778 | -0.112797 | -0.133719 | -0.190143 | -0.253383 | -0.153198 | -1.853715 | 0.187728 | 0.272900 | 0.416877 | 0.865703 | 1.193867 | 0 | 0.02 |
| 9 | Japan | JPN | Population growth (annual %) | SP.POP.GROW | 0.009392 | 0.063374 | 0.114909 | 0.048425 | -0.012495 | 0.017961 | -0.185226 | -0.159711 | -0.144272 | -0.132694 | -0.106125 | -0.115284 | 0 | -0.05 |
df_pop_youth_part = Data_pop[Data_pop['INDICATEUR']== 'SP.POP.1524']
df_pop_youth_part['TAUX MOYEN'] = 0
for i, row in df_pop_youth_part.iterrows():
df_pop_youth_part.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)
top_5_youth_part = top5(df_pop_youth_part).sort_values('TAUX MOYEN', ascending = False)
top_5_youth_part = top_5_youth_part.reset_index()
top_5_youth_part = top_5_youth_part.drop(columns = 'index')
top_5_youth_part
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/2850844845.py:2: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df_pop_youth_part['TAUX MOYEN'] = 0 /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/2850844845.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df_pop_youth_part.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | NB_NAN | TAUX MOYEN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | India | IND | Proportion des 15-24 ans (%) de la population ... | SP.POP.1524 | 19.12 | 19.12 | 19.13 | 19.14 | 19.12 | 19.10 | 19.05 | 18.98 | 18.89 | 18.78 | 18.65 | 18.65 | 1 | 18.98 |
| 1 | Brazil | BRA | Proportion des 15-24 ans (%) de la population ... | SP.POP.1524 | 18.91 | 18.58 | 18.21 | 17.82 | 17.46 | 17.14 | 16.88 | 16.67 | 16.51 | 16.39 | 16.31 | 16.31 | 1 | 17.27 |
| 2 | China | CHN | Proportion des 15-24 ans (%) de la population ... | SP.POP.1524 | 16.67 | 16.78 | 16.81 | 16.74 | 16.59 | 16.37 | 16.06 | 15.68 | 15.24 | 14.79 | 14.37 | 14.37 | 1 | 15.87 |
| 3 | United States | USA | Proportion des 15-24 ans (%) de la population ... | SP.POP.1524 | 14.47 | 14.54 | 14.59 | 14.62 | 14.62 | 14.59 | 14.53 | 14.44 | 14.33 | 14.20 | 14.07 | 14.07 | 1 | 14.42 |
| 4 | Japan | JPN | Proportion des 15-24 ans (%) de la population ... | SP.POP.1524 | 11.04 | 10.76 | 10.49 | 10.24 | 10.04 | 9.87 | 9.76 | 9.68 | 9.63 | 9.59 | 9.56 | 9.56 | 1 | 10.02 |
df_pop_youth = Data_pop[Data_pop['INDICATEUR']== 'SP.POP.1524.TO.UN']
df_pop_youth['TAUX MOYEN'] = 0
for i, row in df_pop_youth.iterrows():
df_pop_youth.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)
top_5_youth = top5(df_pop_youth).sort_values('TAUX MOYEN', ascending = False)
top_5_youth = top_5_youth.reset_index()
top_5_youth = top_5_youth.drop(columns = 'index')
top_5_youth
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3464740442.py:2: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df_pop_youth['TAUX MOYEN'] = 0 /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3464740442.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df_pop_youth.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | NB_NAN | TAUX MOYEN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | India | IND | Population, ages 15-24, total | SP.POP.1524.TO.UN | 218738389.0 | 222224219.0 | 225700990.0 | 229076220.0 | 232225988.0 | 235056806.0 | 237548472.0 | 239713636.0 | 241535030.0 | 243002731.0 | 244120201.0 | 244120201.0 | 1 | 2.344219e+08 |
| 1 | China | CHN | Population, ages 15-24, total | SP.POP.1524.TO.UN | 217382824.0 | 220042486.0 | 221519350.0 | 221774704.0 | 220892800.0 | 218974009.0 | 215914397.0 | 211735888.0 | 206846521.0 | 201802535.0 | 197026759.0 | 197026759.0 | 1 | 2.125783e+08 |
| 2 | United States | USA | Population, ages 15-24, total | SP.POP.1524.TO.UN | 42759049.0 | 43388523.0 | 43962362.0 | 44459126.0 | 44855382.0 | 45137089.0 | 45296141.0 | 45343097.0 | 45307415.0 | 45230846.0 | 45147517.0 | 45147517.0 | 1 | 4.466951e+07 |
| 3 | Brazil | BRA | Population, ages 15-24, total | SP.POP.1524.TO.UN | 35348374.0 | 35122910.0 | 34787085.0 | 34397361.0 | 34028600.0 | 33736994.0 | 33540594.0 | 33432501.0 | 33412052.0 | 33469835.0 | 33595574.0 | 33595574.0 | 1 | 3.403895e+07 |
| 4 | Japan | JPN | Population, ages 15-24, total | SP.POP.1524.TO.UN | 14110659.0 | 13759822.0 | 13425972.0 | 13119358.0 | 12853503.0 | 12637132.0 | 12472916.0 | 12355023.0 | 12272803.0 | 12211081.0 | 12157426.0 | 12157426.0 | 1 | 1.279443e+07 |
df_pop_youth = Data_pop[Data_pop['INDICATEUR']== 'SP.POP.1524.TO.UN']
df_pop_youth['TAUX MOYEN'] = 0
for i, row in df_pop_youth.iterrows():
df_pop_youth.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)
top_10_youth = top10(df_pop_youth).sort_values('TAUX MOYEN', ascending = False)
top_10_youth = top_10_youth.reset_index()
top_10_youth = top_10_youth.drop(columns = 'index')
top_10_youth
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3980271873.py:2: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df_pop_youth['TAUX MOYEN'] = 0 /var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3980271873.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df_pop_youth.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | NB_NAN | TAUX MOYEN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | India | IND | Population, ages 15-24, total | SP.POP.1524.TO.UN | 218738389.0 | 222224219.0 | 225700990.0 | 229076220.0 | 232225988.0 | 235056806.0 | 237548472.0 | 239713636.0 | 241535030.0 | 243002731.0 | 244120201.0 | 244120201.0 | 1 | 2.344219e+08 |
| 1 | China | CHN | Population, ages 15-24, total | SP.POP.1524.TO.UN | 217382824.0 | 220042486.0 | 221519350.0 | 221774704.0 | 220892800.0 | 218974009.0 | 215914397.0 | 211735888.0 | 206846521.0 | 201802535.0 | 197026759.0 | 197026759.0 | 1 | 2.125783e+08 |
| 2 | United States | USA | Population, ages 15-24, total | SP.POP.1524.TO.UN | 42759049.0 | 43388523.0 | 43962362.0 | 44459126.0 | 44855382.0 | 45137089.0 | 45296141.0 | 45343097.0 | 45307415.0 | 45230846.0 | 45147517.0 | 45147517.0 | 1 | 4.466951e+07 |
| 3 | Indonesia | IDN | Population, ages 15-24, total | SP.POP.1524.TO.UN | 42846073.0 | 42760972.0 | 42634693.0 | 42483570.0 | 42328040.0 | 42184439.0 | 42057105.0 | 41947672.0 | 41865701.0 | 41821108.0 | 41819264.0 | 41819264.0 | 1 | 4.221399e+07 |
| 4 | Brazil | BRA | Population, ages 15-24, total | SP.POP.1524.TO.UN | 35348374.0 | 35122910.0 | 34787085.0 | 34397361.0 | 34028600.0 | 33736994.0 | 33540594.0 | 33432501.0 | 33412052.0 | 33469835.0 | 33595574.0 | 33595574.0 | 1 | 3.403895e+07 |
| 5 | Turkey | TUR | Population, ages 15-24, total | SP.POP.1524.TO.UN | 13603989.0 | 13593785.0 | 13589317.0 | 13594963.0 | 13614961.0 | 13651079.0 | 13708210.0 | 13783064.0 | 13859026.0 | 13913334.0 | 13930222.0 | 13930222.0 | 1 | 1.373101e+07 |
| 6 | Japan | JPN | Population, ages 15-24, total | SP.POP.1524.TO.UN | 14110659.0 | 13759822.0 | 13425972.0 | 13119358.0 | 12853503.0 | 12637132.0 | 12472916.0 | 12355023.0 | 12272803.0 | 12211081.0 | 12157426.0 | 12157426.0 | 1 | 1.279443e+07 |
| 7 | Germany | DEU | Population, ages 15-24, total | SP.POP.1524.TO.UN | 9760730.0 | 9769678.0 | 9722427.0 | 9630837.0 | 9514498.0 | 9388651.0 | 9255162.0 | 9111578.0 | 8964066.0 | 8819364.0 | 8682394.0 | 8682394.0 | 1 | 9.275148e+06 |
| 8 | United Kingdom | GBR | Population, ages 15-24, total | SP.POP.1524.TO.UN | 7841484.0 | 7936414.0 | 8000333.0 | 8034786.0 | 8044972.0 | 8035314.0 | 8005514.0 | 7955051.0 | 7888589.0 | 7812258.0 | 7731522.0 | 7731522.0 | 1 | 7.918147e+06 |
| 9 | Korea, Rep. | KOR | Population, ages 15-24, total | SP.POP.1524.TO.UN | 6952747.0 | 6853679.0 | 6771167.0 | 6705309.0 | 6655513.0 | 6619654.0 | 6600849.0 | 6594938.0 | 6583690.0 | 6543025.0 | 6456561.0 | 6456561.0 | 1 | 6.649474e+06 |
top_10_youth
| PAYS | CODE PAYS | INDICATEUR_N | INDICATEUR | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | NB_NAN | TAUX MOYEN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | India | IND | Population, ages 15-24, total | SP.POP.1524.TO.UN | 218738389.0 | 222224219.0 | 225700990.0 | 229076220.0 | 232225988.0 | 235056806.0 | 237548472.0 | 239713636.0 | 241535030.0 | 243002731.0 | 244120201.0 | 244120201.0 | 1 | 2.344219e+08 |
| 1 | China | CHN | Population, ages 15-24, total | SP.POP.1524.TO.UN | 217382824.0 | 220042486.0 | 221519350.0 | 221774704.0 | 220892800.0 | 218974009.0 | 215914397.0 | 211735888.0 | 206846521.0 | 201802535.0 | 197026759.0 | 197026759.0 | 1 | 2.125783e+08 |
| 2 | United States | USA | Population, ages 15-24, total | SP.POP.1524.TO.UN | 42759049.0 | 43388523.0 | 43962362.0 | 44459126.0 | 44855382.0 | 45137089.0 | 45296141.0 | 45343097.0 | 45307415.0 | 45230846.0 | 45147517.0 | 45147517.0 | 1 | 4.466951e+07 |
| 3 | Indonesia | IDN | Population, ages 15-24, total | SP.POP.1524.TO.UN | 42846073.0 | 42760972.0 | 42634693.0 | 42483570.0 | 42328040.0 | 42184439.0 | 42057105.0 | 41947672.0 | 41865701.0 | 41821108.0 | 41819264.0 | 41819264.0 | 1 | 4.221399e+07 |
| 4 | Brazil | BRA | Population, ages 15-24, total | SP.POP.1524.TO.UN | 35348374.0 | 35122910.0 | 34787085.0 | 34397361.0 | 34028600.0 | 33736994.0 | 33540594.0 | 33432501.0 | 33412052.0 | 33469835.0 | 33595574.0 | 33595574.0 | 1 | 3.403895e+07 |
| 5 | Turkey | TUR | Population, ages 15-24, total | SP.POP.1524.TO.UN | 13603989.0 | 13593785.0 | 13589317.0 | 13594963.0 | 13614961.0 | 13651079.0 | 13708210.0 | 13783064.0 | 13859026.0 | 13913334.0 | 13930222.0 | 13930222.0 | 1 | 1.373101e+07 |
| 6 | Japan | JPN | Population, ages 15-24, total | SP.POP.1524.TO.UN | 14110659.0 | 13759822.0 | 13425972.0 | 13119358.0 | 12853503.0 | 12637132.0 | 12472916.0 | 12355023.0 | 12272803.0 | 12211081.0 | 12157426.0 | 12157426.0 | 1 | 1.279443e+07 |
| 7 | Germany | DEU | Population, ages 15-24, total | SP.POP.1524.TO.UN | 9760730.0 | 9769678.0 | 9722427.0 | 9630837.0 | 9514498.0 | 9388651.0 | 9255162.0 | 9111578.0 | 8964066.0 | 8819364.0 | 8682394.0 | 8682394.0 | 1 | 9.275148e+06 |
| 8 | United Kingdom | GBR | Population, ages 15-24, total | SP.POP.1524.TO.UN | 7841484.0 | 7936414.0 | 8000333.0 | 8034786.0 | 8044972.0 | 8035314.0 | 8005514.0 | 7955051.0 | 7888589.0 | 7812258.0 | 7731522.0 | 7731522.0 | 1 | 7.918147e+06 |
| 9 | Korea, Rep. | KOR | Population, ages 15-24, total | SP.POP.1524.TO.UN | 6952747.0 | 6853679.0 | 6771167.0 | 6705309.0 | 6655513.0 | 6619654.0 | 6600849.0 | 6594938.0 | 6583690.0 | 6543025.0 | 6456561.0 | 6456561.0 | 1 | 6.649474e+06 |
fig, ax = plt.subplots(1,3, figsize =(25,8), dpi=200)
x = top_10_youth.columns.tolist()[4:-2]
val_ls = [*range(2005,2017)]
X_fit = np.array([])
X_fit = np.append(X_fit,[val_ls])
X_fit= sm.add_constant(X_fit)
x_extra = np.arange(2004,2025)
alpha = np.array([])
beta = np.array([])
df_10 = top_10_youth.iloc[0:2,:]
for i,row in df_10.iterrows():
y = row[4:-2].T
lab = row[0]
#ax[0].plot(x,y, label = str(i+1)+'. '+lab)
ax[0].scatter(X_fit[:,1],y,label = str(i+1)+'. '+lab)
ax[0].legend(frameon = True, title = 'Classement')
ax[0].set_title('Nombre de personnes âgées de 15 à 24 ans')
ax[0].set_facecolor('#eafff5')
y = y.astype(float)
r = sm.OLS(y,X_fit).fit()
alpha = np.append(alpha,r.params[1])
beta = np.append(beta,r.params[0])
Y_extra = alpha[-1]*x_extra + beta[-1]
ax[0].plot(x_extra,Y_extra,ls = ':' )
ax[0].set_xticks(ticks= np.arange(2005,2025,5))
df_10 = top_10_youth.iloc[2:5,:]
for i,row in df_10.iterrows():
y = row[4:-2].T
lab = row[0]
ax[1].scatter(X_fit[:,1],y,label = str(i+1)+'. '+lab)
ax[1].legend(frameon = True, title = 'Classement')
ax[1].set_title('Nombre de personnes âgées de 15 à 24 ans')
ax[1].set_facecolor('#eafff5')
y = y.astype(float)
r = sm.OLS(y,X_fit).fit()
alpha = np.append(alpha,r.params[1])
beta = np.append(beta,r.params[0])
Y_extra = alpha[-1]*x_extra + beta[-1]
ax[1].plot(x_extra,Y_extra,ls = ':' )
ax[1].set_xticks(ticks= np.arange(2005,2025,5))
df_10 = top_10_youth.iloc[5:,:]
for i,row in df_10.iterrows():
y = row[4:-2].T
lab = row[0]
ax[2].scatter(X_fit[:,1],y,label = str(i+1)+'. '+lab)
ax[2].legend(frameon = True, title = 'Classement')
ax[2].set_title('Nombre de personnes âgées de 15 à 24 ans')
ax[2].set_facecolor('#eafff5')
y = y.astype(float)
r = sm.OLS(y,X_fit).fit()
alpha = np.append(alpha,r.params[1])
beta = np.append(beta,r.params[0])
Y_extra = alpha[-1]*x_extra + beta[-1]
ax[2].plot(x_extra,Y_extra,ls = ':' )
ax[2].set_xticks(ticks= np.arange(2005,2025,5))
plt.savefig('4_5demog', dpi= 200, bbox_inches = 'tight')
fig, ax = plt.subplots(1,2, figsize =(12,8), dpi=200)
x = top_5_growth.columns.tolist()[4:-2]
for i,row in top_5_growth.iterrows():
y = row[4:-2].T
lab = row[0]
ax[0].plot(x,y, label = str(i+1)+'. '+lab)
ax[0].scatter(x,y)
ax[0].legend(frameon = True, title = 'Classement')
ax[0].set_title('Taux de croissance de la population en %')
ax[0].set_facecolor('#eafff5')
for i,row in top_5_youth.iterrows():
y = row[4:-2].T
lab = row[0]
ax[1].plot(x,y, label = str(i+1)+'. '+lab)
ax[1].scatter(x,y)
ax[1].legend(frameon = True, title = 'Classement')
ax[1].set_title('Nombre de personnes âgées de 15 à 24 ans')
ax[1].set_facecolor('#eafff5')
plt.savefig('4_5_1_demographie.png', dpi= 200, bbox_inches = 'tight')
df_pop_growth.insert(2,'REGION', np.nan)
for i, row in df_pop_growth.iterrows():
codepays = row['CODE PAYS']
reg = Country_sub.loc[Country_sub['CODE PAYS']==codepays, 'REGION'].values.item()
df_pop_growth.loc[i,'REGION'] = reg
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/787193073.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df_pop_growth.loc[i,'REGION'] = reg
fig, ax = plt.subplots(figsize = (10,8), dpi= 200)
reg_ls = df_pop_growth['REGION'].unique().tolist()
reg_ls.sort()
seq_Y = []
for reg in reg_ls:
print(reg)
df_tampon = df_pop_growth[df_pop_growth['REGION']==reg]
Y = df_tampon['TAUX MOYEN'].values
seq_Y.append(Y)
ax.boxplot(seq_Y, widths=0.4, patch_artist=True,
showmeans=False, showfliers= False,
medianprops={"color": "white", "linewidth": 0.6},
boxprops={"facecolor": "C3", "edgecolor": "white",
"linewidth": 0.5},
whiskerprops={"color": "C0", "linewidth": 1.5},
capprops={"color": "C0", "linewidth": 1.5})
tick_position = np.arange(len(seq_Y))+1
ax.axhline(0, ls='--', color='C8')
ax.set_xticks(ticks = tick_position,labels = reg_ls)
ax.set_ylabel('Taux de croissance en %', fontsize = 14)
ax.set_facecolor('#eafff5')
ax.set_title('Dispersion du taux croissance de la population', fontsize =14, pad = 12)
ax.tick_params(axis = 'x',labelsize =12, rotation =45,
direction = 'out', length = 6,width = 1, bottom = True)
plt.setp(ax.get_xticklabels(), ha="right", rotation_mode="anchor")
plt.savefig('5_1_growth.png', dpi=200, bbox_inches = 'tight')
East Asia & Pacific Europe & Central Asia Latin America & Caribbean Middle East & North Africa North America South Asia Sub-Saharan Africa
df_pop_youth_part.insert(2,'REGION', np.nan)
for i, row in df_pop_youth_part.iterrows():
codepays = row['CODE PAYS']
reg = Country_sub.loc[Country_sub['CODE PAYS']==codepays, 'REGION'].values.item()
df_pop_youth_part.loc[i,'REGION'] = reg
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/534526092.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df_pop_youth_part.loc[i,'REGION'] = reg
fig, ax = plt.subplots(figsize = (10,8), dpi= 200)
reg_ls = df_pop_youth_part['REGION'].unique().tolist()
reg_ls.sort()
seq_Y = []
for reg in reg_ls:
print(reg)
df_tampon = df_pop_youth_part[df_pop_youth_part['REGION']==reg]
Y = df_tampon['TAUX MOYEN'].values
seq_Y.append(Y)
ax.boxplot(seq_Y, widths=0.4, patch_artist=True,
showmeans=False, showfliers= False,
medianprops={"color": "white", "linewidth": 0.6},
boxprops={"facecolor": "C3", "edgecolor": "white",
"linewidth": 0.5},
whiskerprops={"color": "C0", "linewidth": 1.5},
capprops={"color": "C0", "linewidth": 1.5})
tick_position = np.arange(len(seq_Y))+1
ax.axhline(10, ls='--', color='C5')
ax.axhline(20, ls='--', color='C5')
ax.axhline(30, ls='--', color='C5')
ax.set_xticks(ticks = tick_position,labels = reg_ls)
ax.set_ylabel('Part des 15-24 ans en % de la population totale', fontsize = 14, labelpad = 12)
ax.set_facecolor('#eafff5')
ax.set_title('Jeunesse de la population par continents', fontsize =14, pad = 12)
ax.tick_params(axis = 'x',labelsize =12, rotation =45,
direction = 'out', length = 6,width = 1, bottom = True)
ax.set_ylim(top = 28)
plt.setp(ax.get_xticklabels(), ha="right", rotation_mode="anchor")
plt.savefig('5_1_youthpart.png', dpi=200, bbox_inches = 'tight')
East Asia & Pacific Europe & Central Asia Latin America & Caribbean Middle East & North Africa North America South Asia Sub-Saharan Africa